diff --git a/nbs/000_utils.ipynb b/nbs/000_utils.ipynb index b4397cb03..6c24a8c3e 100644 --- a/nbs/000_utils.ipynb +++ b/nbs/000_utils.ipynb @@ -38,13 +38,12 @@ "source": [ "#export\n", "\n", - "def computer_setup(*pkgs):\n", + "def my_setup(*pkgs):\n", " import warnings\n", " warnings.filterwarnings(\"ignore\")\n", " try: \n", " import platform\n", - " print(f'os : {platform.system()}')\n", - " print(f'os version : {platform.release()}')\n", + " print(f'os : {platform.platform()}')\n", " except: \n", " pass\n", " try: \n", @@ -78,7 +77,10 @@ " iscuda = torch.cuda.is_available()\n", " print(f'n_cpus : {cpus}')\n", " print(f'device : {device} ({torch.cuda.get_device_name(0)})' if iscuda else f'device : {device}')\n", - " except: print(f'torch : N/A')" + " except: print(f'torch : N/A')\n", + " \n", + " \n", + "computer_setup = my_setup" ] }, { @@ -90,10 +92,9 @@ "name": "stdout", "output_type": "stream", "text": [ - "os : Darwin\n", - "os version : 19.6.0\n", + "os : Darwin-19.6.0-x86_64-i386-64bit\n", "python : 3.6.13\n", - "tsai : 0.2.20\n", + "tsai : 0.2.22\n", "fastai : 2.5.2\n", "fastcore : 1.3.26\n", "torch : 1.9.0\n", @@ -103,7 +104,7 @@ } ], "source": [ - "computer_setup()" + "my_setup()" ] }, { @@ -115,10 +116,9 @@ "name": "stdout", "output_type": "stream", "text": [ - "os : Darwin\n", - "os version : 19.6.0\n", + "os : Darwin-19.6.0-x86_64-i386-64bit\n", "python : 3.6.13\n", - "tsai : 0.2.20\n", + "tsai : 0.2.22\n", "fastai : 2.5.2\n", "fastcore : 1.3.26\n", "matplotlib : 3.3.4\n", @@ -136,7 +136,7 @@ "import numpy as np\n", "import pandas as pd\n", "import scipy as sp\n", - "computer_setup(matplotlib, np, pd, sp)" + "my_setup(matplotlib, np, pd, sp)" ] }, { @@ -883,9 +883,9 @@ " \n", " \n", " 0\n", - " 0.945335\n", + " 0.270865\n", " ...\n", - " 0.386681\n", + " 0.899256\n", " \n", " \n", " ...\n", @@ -895,9 +895,9 @@ " \n", " \n", " 69\n", - " 0.859585\n", + " 0.762889\n", " ...\n", - " 0.942017\n", + " 0.702354\n", " \n", " \n", "\n", @@ -906,9 +906,9 @@ ], "text/plain": [ " 0 ... 24\n", - "0 0.945335 ... 0.386681\n", + "0 0.270865 ... 0.899256\n", ".. ... ... ...\n", - "69 0.859585 ... 0.942017\n", + "69 0.762889 ... 0.702354\n", "\n", "[70 rows x 25 columns]" ] @@ -949,7 +949,7 @@ "outputs": [ { "data": { - "image/png": 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+ "image/png": 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"text/plain": [ "
" ] @@ -962,7 +962,7 @@ { "data": { "text/plain": [ - "(3.5526044294612644, 0.000513558087294865)" + "(2.307814909245389, 0.022420162376919697)" ] }, "execution_count": null, @@ -987,7 +987,7 @@ { "data": { "text/plain": [ - "(5.421348526403489, tensor(5.1050))" + "(5.0814967755738065, tensor(3.9485))" ] }, "execution_count": null, @@ -1027,7 +1027,7 @@ { "data": { "text/plain": [ - "tensor(1.7030, grad_fn=)" + "tensor(0.6903, grad_fn=)" ] }, "execution_count": null, @@ -1049,7 +1049,7 @@ { "data": { "text/plain": [ - "(-0.2231899268107319, -0.22804680468046803)" + "(-0.13345122940405094, -0.07185118511851184)" ] }, "execution_count": null, @@ -1266,7 +1266,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1514,11 +1514,11 @@ { "data": { "text/plain": [ - "tensor([[0.0267],\n", - " [0.2523],\n", - " [0.7502],\n", - " [0.1589],\n", - " [0.9777]])" + "tensor([[0.2127],\n", + " [0.9902],\n", + " [0.2348],\n", + " [0.9392],\n", + " [0.8615]])" ] }, "execution_count": null, @@ -2108,7 +2108,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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" ] @@ -2531,7 +2531,112 @@ "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "application/javascript": [ + "IPython.notebook.save_checkpoint();" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Converted 000_utils.ipynb.\n", + "Converted 000b_data.validation.ipynb.\n", + "Converted 000c_data.preparation.ipynb.\n", + "Converted 001_data.external.ipynb.\n", + "Converted 002_data.core.ipynb.\n", + "Converted 002b_data.unwindowed.ipynb.\n", + "Converted 002c_data.metadatasets.ipynb.\n", + "Converted 003_data.preprocessing.ipynb.\n", + "Converted 003b_data.transforms.ipynb.\n", + "Converted 003c_data.mixed_augmentation.ipynb.\n", + "Converted 003d_data.image.ipynb.\n", + "Converted 003e_data.features.ipynb.\n", + "Converted 005_data.tabular.ipynb.\n", + "Converted 006_data.mixed.ipynb.\n", + "Converted 050_losses.ipynb.\n", + "Converted 051_metrics.ipynb.\n", + "Converted 052_learner.ipynb.\n", + "Converted 052b_tslearner.ipynb.\n", + "Converted 053_optimizer.ipynb.\n", + "Converted 060_callback.core.ipynb.\n", + "Converted 061_callback.noisy_student.ipynb.\n", + "Converted 063_callback.MVP.ipynb.\n", + "Converted 064_callback.PredictionDynamics.ipynb.\n", + "Converted 100_models.layers.ipynb.\n", + "Converted 100b_models.utils.ipynb.\n", + "Converted 100c_models.explainability.ipynb.\n", + "Converted 101_models.ResNet.ipynb.\n", + "Converted 101b_models.ResNetPlus.ipynb.\n", + "Converted 102_models.InceptionTime.ipynb.\n", + "Converted 102b_models.InceptionTimePlus.ipynb.\n", + "Converted 103_models.MLP.ipynb.\n", + "Converted 103b_models.FCN.ipynb.\n", + "Converted 103c_models.FCNPlus.ipynb.\n", + "Converted 104_models.ResCNN.ipynb.\n", + "Converted 105_models.RNN.ipynb.\n", + "Converted 105_models.RNNPlus.ipynb.\n", + "Converted 106_models.XceptionTime.ipynb.\n", + "Converted 106b_models.XceptionTimePlus.ipynb.\n", + "Converted 107_models.RNN_FCN.ipynb.\n", + "Converted 107b_models.RNN_FCNPlus.ipynb.\n", + "Converted 108_models.TransformerModel.ipynb.\n", + "Converted 108b_models.TST.ipynb.\n", + "Converted 108c_models.TSTPlus.ipynb.\n", + "Converted 109_models.OmniScaleCNN.ipynb.\n", + "Converted 110_models.mWDN.ipynb.\n", + "Converted 111_models.ROCKET.ipynb.\n", + "Converted 111b_models.MINIROCKET.ipynb.\n", + "Converted 111c_models.MINIROCKET_Pytorch.ipynb.\n", + "Converted 111d_models.MINIROCKETPlus_Pytorch.ipynb.\n", + "Converted 112_models.XResNet1d.ipynb.\n", + "Converted 112b_models.XResNet1dPlus.ipynb.\n", + "Converted 113_models.TCN.ipynb.\n", + "Converted 114_models.XCM.ipynb.\n", + "Converted 114b_models.XCMPlus.ipynb.\n", + "Converted 120_models.TabModel.ipynb.\n", + "Converted 121_models.TabTransformer.ipynb.\n", + "Converted 122_models.TabFusionTransformer.ipynb.\n", + "Converted 123_models.TSPerceiver.ipynb.\n", + "Converted 124_models.TSiTPlus.ipynb.\n", + "Converted 130_models.MultiInputNet.ipynb.\n", + "Converted 140_models.misc.ipynb.\n", + "Converted 900_tutorials.ipynb.\n", + "Converted index.ipynb.\n", + "\n", + "\n", + "Checking folder: /Users/nacho/Documents/Machine_Learning/Jupyter_Notebooks/tsai/tsai\n", + "Correct conversion! 😃\n", + "Total time elapsed 351 s\n", + "Friday 10/09/21 10:49:24 CEST\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + " \n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "#hide\n", "out = create_scripts(); beep(out)" diff --git a/tsai/_nbdev.py b/tsai/_nbdev.py index 2a6d41122..39a287145 100644 --- a/tsai/_nbdev.py +++ b/tsai/_nbdev.py @@ -2,7 +2,8 @@ __all__ = ["index", "modules", "custom_doc_links", "git_url"] -index = {"computer_setup": "000_utils.ipynb", +index = {"my_setup": "000_utils.ipynb", + "computer_setup": "000_utils.ipynb", "totensor": "000_utils.ipynb", "toarray": "000_utils.ipynb", "toL": "000_utils.ipynb", diff --git a/tsai/utils.py b/tsai/utils.py index b1fd44565..b2ed46798 100644 --- a/tsai/utils.py +++ b/tsai/utils.py @@ -1,12 +1,12 @@ # AUTOGENERATED! DO NOT EDIT! File to edit: nbs/000_utils.ipynb (unless otherwise specified). -__all__ = ['computer_setup', 'totensor', 'toarray', 'toL', 'to3dtensor', 'to2dtensor', 'to1dtensor', 'to3darray', - 'to2darray', 'to1darray', 'to3d', 'to2d', 'to1d', 'to2dPlus', 'to3dPlus', 'to2dPlusTensor', 'to2dPlusArray', - 'to3dPlusTensor', 'to3dPlusArray', 'todtype', 'bytes2size', 'bytes2GB', 'get_size', 'delete_all_in_dir', - 'reverse_dict', 'is_tuple', 'itemify', 'isnone', 'exists', 'ifelse', 'is_not_close', 'test_not_close', - 'test_type', 'test_ok', 'test_not_ok', 'test_error', 'test_eq_nan', 'assert_fn', 'test_gt', 'test_ge', - 'test_lt', 'test_le', 'stack', 'stack_pad', 'match_seq_len', 'random_shuffle', 'cat2int', 'cycle_dl', - 'cycle_dl_to_device', 'cache_data', 'memmap2cache', 'cache_memmap', 'get_func_defaults', +__all__ = ['my_setup', 'computer_setup', 'totensor', 'toarray', 'toL', 'to3dtensor', 'to2dtensor', 'to1dtensor', + 'to3darray', 'to2darray', 'to1darray', 'to3d', 'to2d', 'to1d', 'to2dPlus', 'to3dPlus', 'to2dPlusTensor', + 'to2dPlusArray', 'to3dPlusTensor', 'to3dPlusArray', 'todtype', 'bytes2size', 'bytes2GB', 'get_size', + 'delete_all_in_dir', 'reverse_dict', 'is_tuple', 'itemify', 'isnone', 'exists', 'ifelse', 'is_not_close', + 'test_not_close', 'test_type', 'test_ok', 'test_not_ok', 'test_error', 'test_eq_nan', 'assert_fn', 'test_gt', + 'test_ge', 'test_lt', 'test_le', 'stack', 'stack_pad', 'match_seq_len', 'random_shuffle', 'cat2int', + 'cycle_dl', 'cycle_dl_to_device', 'cache_data', 'memmap2cache', 'cache_memmap', 'get_func_defaults', 'get_idx_from_df_col_vals', 'get_sublist_idxs', 'flatten_list', 'display_pd_df', 'ttest', 'tscore', 'ttest_tensor', 'pcc', 'scc', 'a', 'b', 'remove_fn', 'npsave', 'np_save', 'permute_2D', 'random_normal', 'random_half_normal', 'random_normal_tensor', 'random_half_normal_tensor', 'default_dpi', 'get_plot_fig', @@ -25,13 +25,12 @@ # Cell -def computer_setup(*pkgs): +def my_setup(*pkgs): import warnings warnings.filterwarnings("ignore") try: import platform - print(f'os : {platform.system()}') - print(f'os version : {platform.release()}') + print(f'os : {platform.platform()}') except: pass try: @@ -67,6 +66,9 @@ def computer_setup(*pkgs): print(f'device : {device} ({torch.cuda.get_device_name(0)})' if iscuda else f'device : {device}') except: print(f'torch : N/A') + +computer_setup = my_setup + # Cell import inspect import sklearn