From 1b934cc186931984613323d24eb51f2adb0e17c4 Mon Sep 17 00:00:00 2001 From: Daniel Kreuter Date: Tue, 17 Dec 2024 17:58:06 +0100 Subject: [PATCH] hidden physics ready for merge Signed-off-by: Daniel Kreuter --- .../Duffing_Hidden_Physics.ipynb | 154 ++++-------------- 1 file changed, 29 insertions(+), 125 deletions(-) diff --git a/examples/hidden_physics/Duffing_Hidden_Physics.ipynb b/examples/hidden_physics/Duffing_Hidden_Physics.ipynb index c50c419..abc0261 100755 --- a/examples/hidden_physics/Duffing_Hidden_Physics.ipynb +++ b/examples/hidden_physics/Duffing_Hidden_Physics.ipynb @@ -103,7 +103,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "id": "33625585", "metadata": {}, "outputs": [], @@ -114,19 +114,10 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "id": "76867067", "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/ibp5kor/.conda/envs/torchphysics/lib/python3.7/site-packages/tqdm/auto.py:22: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", - " from .autonotebook import tqdm as notebook_tqdm\n" - ] - } - ], + "outputs": [], "source": [ "import torchphysics as tp\n", "import numpy as np\n", @@ -140,27 +131,10 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "id": "006416e3", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "__Python VERSION: 3.7.16 (default, Jan 17 2023, 22:20:44) \n", - "[GCC 11.2.0]\n", - "__pyTorch VERSION: 1.13.1\n", - "__CUDA VERSION\n", - "__CUDNN VERSION: 8500\n", - "__Number CUDA Devices: 1\n", - "__Devices\n", - "Active CUDA Device: GPU 0\n", - "Available devices 1\n", - "Current cuda device 0\n" - ] - } - ], + "outputs": [], "source": [ "os.environ[\"KMP_DUPLICATE_LIB_OK\"]=\"TRUE\"\n", "print('__Python VERSION:', sys.version)\n", @@ -195,7 +169,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "id": "0e352416", "metadata": {}, "outputs": [], @@ -211,7 +185,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "id": "0e441233", "metadata": {}, "outputs": [], @@ -237,7 +211,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "id": "29970716", "metadata": {}, "outputs": [], @@ -247,7 +221,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "id": "e727e920", "metadata": {}, "outputs": [], @@ -258,21 +232,10 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "id": "8efe62e0", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "plt.figure(figsize=(15,4))\n", "plt.plot(t, x_soln, 'b', label='$x$')\n", @@ -297,7 +260,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "id": "1fbfc12c", "metadata": {}, "outputs": [], @@ -311,7 +274,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "id": "3e845ad2", "metadata": {}, "outputs": [], @@ -324,7 +287,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "id": "4c8b20e4", "metadata": {}, "outputs": [], @@ -335,21 +298,10 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "id": "c6870301", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "plt.figure(figsize=(15,4))\n", "plt.plot(t, x_soln, 'b', label='$x$')\n", @@ -376,7 +328,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "id": "35701405", "metadata": {}, "outputs": [], @@ -390,7 +342,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "id": "6b49f983", "metadata": {}, "outputs": [], @@ -413,7 +365,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "id": "41176a8c", "metadata": {}, "outputs": [], @@ -423,7 +375,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "id": "2c7d8636", "metadata": {}, "outputs": [], @@ -442,7 +394,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "id": "f8b84f42", "metadata": {}, "outputs": [], @@ -454,7 +406,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "id": "3716d750", "metadata": {}, "outputs": [], @@ -472,7 +424,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "id": "aafe7747", "metadata": {}, "outputs": [], @@ -483,7 +435,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "id": "d74ffd89", "metadata": {}, "outputs": [], @@ -511,7 +463,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "id": "53af4961", "metadata": {}, "outputs": [], @@ -522,7 +474,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "id": "5c5fd3b0", "metadata": {}, "outputs": [], @@ -562,7 +514,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, "id": "d2dbe9d4", "metadata": {}, "outputs": [], @@ -582,7 +534,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": null, "id": "0b1e3e71", "metadata": {}, "outputs": [], @@ -597,55 +549,7 @@ "execution_count": null, "id": "f81b5a0c", "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/ibp5kor/.conda/envs/torchphysics/lib/python3.7/site-packages/pytorch_lightning/trainer/connectors/accelerator_connector.py:479: LightningDeprecationWarning: Setting `Trainer(gpus=1)` is deprecated in v1.7 and will be removed in v2.0. Please use `Trainer(accelerator='gpu', devices=1)` instead.\n", - " f\"Setting `Trainer(gpus={gpus!r})` is deprecated in v1.7 and will be removed\"\n", - "GPU available: True (cuda), used: True\n", - "TPU available: False, using: 0 TPU cores\n", - "IPU available: False, using: 0 IPUs\n", - "HPU available: False, using: 0 HPUs\n", - "LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]\n", - "\n", - " | Name | Type | Params\n", - "------------------------------------------------\n", - "0 | train_conditions | ModuleList | 25.7 K\n", - "1 | val_conditions | ModuleList | 0 \n", - "------------------------------------------------\n", - "25.7 K Trainable params\n", - "0 Non-trainable params\n", - "25.7 K Total params\n", - "0.103 Total estimated model params size (MB)\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - " " - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/ibp5kor/.conda/envs/torchphysics/lib/python3.7/site-packages/pytorch_lightning/trainer/connectors/data_connector.py:229: PossibleUserWarning: The dataloader, val_dataloader 0, does not have many workers which may be a bottleneck. Consider increasing the value of the `num_workers` argument` (try 36 which is the number of cpus on this machine) in the `DataLoader` init to improve performance.\n", - " category=PossibleUserWarning,\n", - "/home/ibp5kor/.conda/envs/torchphysics/lib/python3.7/site-packages/pytorch_lightning/trainer/connectors/data_connector.py:229: PossibleUserWarning: The dataloader, train_dataloader, does not have many workers which may be a bottleneck. Consider increasing the value of the `num_workers` argument` (try 36 which is the number of cpus on this machine) in the `DataLoader` init to improve performance.\n", - " category=PossibleUserWarning,\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch 0: 90%|████████▉ | 8958/10001 [01:22<00:09, 107.96it/s, loss=0.0015, v_num=3] " - ] - } - ], + "outputs": [], "source": [ "epochs = 10000\n", "trainer = pl.Trainer(gpus=1, max_steps=epochs, logger=True,benchmark=True)\n",