diff --git a/.gitignore b/.gitignore index 7efdd222..b485aba5 100644 --- a/.gitignore +++ b/.gitignore @@ -17,7 +17,7 @@ __pycache__/* # Log folders **/lightning_logs/** **/bosch/** -**/Multiscale/** + **/fluid_logs/** # Project files .ropeproject diff --git a/examples/pinn/exp-function-with-param.ipynb b/examples/pinn/exp-function-with-param.ipynb index c9db8f9f..38d09ccb 100644 --- a/examples/pinn/exp-function-with-param.ipynb +++ b/examples/pinn/exp-function-with-param.ipynb @@ -125,17 +125,12 @@ "name": "stderr", "output_type": "stream", "text": [ - "GPU available: True (cuda), used: False\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", - "/home/tomfre/miniconda3/envs/tp_version2/lib/python3.11/site-packages/pytorch_lightning/trainer/setup.py:187: GPU available but not used. You can set it by doing `Trainer(accelerator='gpu')`.\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ + "You are using a CUDA device ('GeForce RTX 3090') that has Tensor Cores. To properly utilize them, you should set `torch.set_float32_matmul_precision('medium' | 'high')` which will trade-off precision for performance. For more details, read https://pytorch.org/docs/stable/generated/torch.set_float32_matmul_precision.html#torch.set_float32_matmul_precision\n", + "LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [2]\n", "\n", " | Name | Type | Params\n", "------------------------------------------------\n", @@ -145,29 +140,30 @@ "921 Trainable params\n", "0 Non-trainable params\n", "921 Total params\n", - "0.004 Total estimated model params size (MB)\n" + "0.004 Total estimated model params size (MB)\n", + "/home/tomfre/miniconda3/envs/tp_version2/lib/python3.11/site-packages/pytorch_lightning/trainer/connectors/data_connector.py:441: The 'train_dataloader' does not have many workers which may be a bottleneck. Consider increasing the value of the `num_workers` argument` to `num_workers=254` in the `DataLoader` to improve performance.\n", + "/home/tomfre/miniconda3/envs/tp_version2/lib/python3.11/site-packages/pytorch_lightning/trainer/connectors/data_connector.py:441: The 'val_dataloader' does not have many workers which may be a bottleneck. Consider increasing the value of the `num_workers` argument` to `num_workers=254` in the `DataLoader` to improve performance.\n" ] }, { - "ename": "RuntimeError", - "evalue": "The NVIDIA driver on your system is too old (found version 10020). Please update your GPU driver by downloading and installing a new version from the URL: http://www.nvidia.com/Download/index.aspx Alternatively, go to: https://pytorch.org to install a PyTorch version that has been compiled with your version of the CUDA driver.", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mRuntimeError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m/home/tomfre/Desktop/torchphysics/examples/pinn/exp-function-with-param.ipynb Cell 11\u001b[0m line \u001b[0;36m1\n\u001b[1;32m 3\u001b[0m solver \u001b[39m=\u001b[39m tp\u001b[39m.\u001b[39msolver\u001b[39m.\u001b[39mSolver([pde_condition, boundary_condition], optimizer_setting\u001b[39m=\u001b[39moptim)\n\u001b[1;32m 5\u001b[0m trainer \u001b[39m=\u001b[39m pl\u001b[39m.\u001b[39mTrainer(devices\u001b[39m=\u001b[39m\u001b[39m1\u001b[39m, accelerator\u001b[39m=\u001b[39m\u001b[39m\"\u001b[39m\u001b[39mcpu\u001b[39m\u001b[39m\"\u001b[39m,\n\u001b[1;32m 6\u001b[0m num_sanity_val_steps\u001b[39m=\u001b[39m\u001b[39m0\u001b[39m,\n\u001b[1;32m 7\u001b[0m benchmark\u001b[39m=\u001b[39m\u001b[39mTrue\u001b[39;00m,\n\u001b[1;32m 8\u001b[0m max_steps\u001b[39m=\u001b[39m\u001b[39m8000\u001b[39m, \n\u001b[1;32m 9\u001b[0m logger\u001b[39m=\u001b[39m\u001b[39mFalse\u001b[39;00m, \n\u001b[1;32m 10\u001b[0m enable_checkpointing\u001b[39m=\u001b[39m\u001b[39mFalse\u001b[39;00m)\n\u001b[0;32m---> 12\u001b[0m trainer\u001b[39m.\u001b[39;49mfit(solver)\n", - "File \u001b[0;32m~/miniconda3/envs/tp_version2/lib/python3.11/site-packages/pytorch_lightning/trainer/trainer.py:544\u001b[0m, in \u001b[0;36mTrainer.fit\u001b[0;34m(self, model, train_dataloaders, val_dataloaders, datamodule, ckpt_path)\u001b[0m\n\u001b[1;32m 542\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mstate\u001b[39m.\u001b[39mstatus \u001b[39m=\u001b[39m TrainerStatus\u001b[39m.\u001b[39mRUNNING\n\u001b[1;32m 543\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mtraining \u001b[39m=\u001b[39m \u001b[39mTrue\u001b[39;00m\n\u001b[0;32m--> 544\u001b[0m call\u001b[39m.\u001b[39;49m_call_and_handle_interrupt(\n\u001b[1;32m 545\u001b[0m \u001b[39mself\u001b[39;49m, \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_fit_impl, model, train_dataloaders, val_dataloaders, datamodule, ckpt_path\n\u001b[1;32m 546\u001b[0m )\n", - "File \u001b[0;32m~/miniconda3/envs/tp_version2/lib/python3.11/site-packages/pytorch_lightning/trainer/call.py:44\u001b[0m, in \u001b[0;36m_call_and_handle_interrupt\u001b[0;34m(trainer, trainer_fn, *args, **kwargs)\u001b[0m\n\u001b[1;32m 42\u001b[0m \u001b[39mif\u001b[39;00m trainer\u001b[39m.\u001b[39mstrategy\u001b[39m.\u001b[39mlauncher \u001b[39mis\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39mNone\u001b[39;00m:\n\u001b[1;32m 43\u001b[0m \u001b[39mreturn\u001b[39;00m trainer\u001b[39m.\u001b[39mstrategy\u001b[39m.\u001b[39mlauncher\u001b[39m.\u001b[39mlaunch(trainer_fn, \u001b[39m*\u001b[39margs, trainer\u001b[39m=\u001b[39mtrainer, \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mkwargs)\n\u001b[0;32m---> 44\u001b[0m \u001b[39mreturn\u001b[39;00m trainer_fn(\u001b[39m*\u001b[39;49margs, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n\u001b[1;32m 46\u001b[0m \u001b[39mexcept\u001b[39;00m _TunerExitException:\n\u001b[1;32m 47\u001b[0m _call_teardown_hook(trainer)\n", - "File \u001b[0;32m~/miniconda3/envs/tp_version2/lib/python3.11/site-packages/pytorch_lightning/trainer/trainer.py:580\u001b[0m, in \u001b[0;36mTrainer._fit_impl\u001b[0;34m(self, model, train_dataloaders, val_dataloaders, datamodule, ckpt_path)\u001b[0m\n\u001b[1;32m 573\u001b[0m \u001b[39massert\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mstate\u001b[39m.\u001b[39mfn \u001b[39mis\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39mNone\u001b[39;00m\n\u001b[1;32m 574\u001b[0m ckpt_path \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_checkpoint_connector\u001b[39m.\u001b[39m_select_ckpt_path(\n\u001b[1;32m 575\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mstate\u001b[39m.\u001b[39mfn,\n\u001b[1;32m 576\u001b[0m ckpt_path,\n\u001b[1;32m 577\u001b[0m model_provided\u001b[39m=\u001b[39m\u001b[39mTrue\u001b[39;00m,\n\u001b[1;32m 578\u001b[0m model_connected\u001b[39m=\u001b[39m\u001b[39mself\u001b[39m\u001b[39m.\u001b[39mlightning_module \u001b[39mis\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39mNone\u001b[39;00m,\n\u001b[1;32m 579\u001b[0m )\n\u001b[0;32m--> 580\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_run(model, ckpt_path\u001b[39m=\u001b[39;49mckpt_path)\n\u001b[1;32m 582\u001b[0m \u001b[39massert\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mstate\u001b[39m.\u001b[39mstopped\n\u001b[1;32m 583\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mtraining \u001b[39m=\u001b[39m \u001b[39mFalse\u001b[39;00m\n", - "File \u001b[0;32m~/miniconda3/envs/tp_version2/lib/python3.11/site-packages/pytorch_lightning/trainer/trainer.py:989\u001b[0m, in \u001b[0;36mTrainer._run\u001b[0;34m(self, model, ckpt_path)\u001b[0m\n\u001b[1;32m 984\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_signal_connector\u001b[39m.\u001b[39mregister_signal_handlers()\n\u001b[1;32m 986\u001b[0m \u001b[39m# ----------------------------\u001b[39;00m\n\u001b[1;32m 987\u001b[0m \u001b[39m# RUN THE TRAINER\u001b[39;00m\n\u001b[1;32m 988\u001b[0m \u001b[39m# ----------------------------\u001b[39;00m\n\u001b[0;32m--> 989\u001b[0m results \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_run_stage()\n\u001b[1;32m 991\u001b[0m \u001b[39m# ----------------------------\u001b[39;00m\n\u001b[1;32m 992\u001b[0m \u001b[39m# POST-Training CLEAN UP\u001b[39;00m\n\u001b[1;32m 993\u001b[0m \u001b[39m# ----------------------------\u001b[39;00m\n\u001b[1;32m 994\u001b[0m log\u001b[39m.\u001b[39mdebug(\u001b[39mf\u001b[39m\u001b[39m\"\u001b[39m\u001b[39m{\u001b[39;00m\u001b[39mself\u001b[39m\u001b[39m.\u001b[39m\u001b[39m__class__\u001b[39m\u001b[39m.\u001b[39m\u001b[39m__name__\u001b[39m\u001b[39m}\u001b[39;00m\u001b[39m: trainer tearing down\u001b[39m\u001b[39m\"\u001b[39m)\n", - "File \u001b[0;32m~/miniconda3/envs/tp_version2/lib/python3.11/site-packages/pytorch_lightning/trainer/trainer.py:1032\u001b[0m, in \u001b[0;36mTrainer._run_stage\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 1030\u001b[0m \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mpredict_loop\u001b[39m.\u001b[39mrun()\n\u001b[1;32m 1031\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mtraining:\n\u001b[0;32m-> 1032\u001b[0m \u001b[39mwith\u001b[39;49;00m isolate_rng():\n\u001b[1;32m 1033\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_run_sanity_check()\n\u001b[1;32m 1034\u001b[0m \u001b[39mwith\u001b[39;00m torch\u001b[39m.\u001b[39mautograd\u001b[39m.\u001b[39mset_detect_anomaly(\u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_detect_anomaly):\n", - "File \u001b[0;32m~/miniconda3/envs/tp_version2/lib/python3.11/contextlib.py:137\u001b[0m, in \u001b[0;36m_GeneratorContextManager.__enter__\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 135\u001b[0m \u001b[39mdel\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39margs, \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mkwds, \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mfunc\n\u001b[1;32m 136\u001b[0m \u001b[39mtry\u001b[39;00m:\n\u001b[0;32m--> 137\u001b[0m \u001b[39mreturn\u001b[39;00m \u001b[39mnext\u001b[39m(\u001b[39mself\u001b[39m\u001b[39m.\u001b[39mgen)\n\u001b[1;32m 138\u001b[0m \u001b[39mexcept\u001b[39;00m \u001b[39mStopIteration\u001b[39;00m:\n\u001b[1;32m 139\u001b[0m \u001b[39mraise\u001b[39;00m \u001b[39mRuntimeError\u001b[39;00m(\u001b[39m\"\u001b[39m\u001b[39mgenerator didn\u001b[39m\u001b[39m'\u001b[39m\u001b[39mt yield\u001b[39m\u001b[39m\"\u001b[39m) \u001b[39mfrom\u001b[39;00m \u001b[39mNone\u001b[39;00m\n", - "File \u001b[0;32m~/miniconda3/envs/tp_version2/lib/python3.11/site-packages/pytorch_lightning/utilities/seed.py:43\u001b[0m, in \u001b[0;36misolate_rng\u001b[0;34m(include_cuda)\u001b[0m\n\u001b[1;32m 21\u001b[0m \u001b[39m@contextmanager\u001b[39m\n\u001b[1;32m 22\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39misolate_rng\u001b[39m(include_cuda: \u001b[39mbool\u001b[39m \u001b[39m=\u001b[39m \u001b[39mTrue\u001b[39;00m) \u001b[39m-\u001b[39m\u001b[39m>\u001b[39m Generator[\u001b[39mNone\u001b[39;00m, \u001b[39mNone\u001b[39;00m, \u001b[39mNone\u001b[39;00m]:\n\u001b[1;32m 23\u001b[0m \u001b[39m \u001b[39m\u001b[39m\"\"\"A context manager that resets the global random state on exit to what it was before entering.\u001b[39;00m\n\u001b[1;32m 24\u001b[0m \n\u001b[1;32m 25\u001b[0m \u001b[39m It supports isolating the states for PyTorch, Numpy, and Python built-in random number generators.\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 41\u001b[0m \n\u001b[1;32m 42\u001b[0m \u001b[39m \"\"\"\u001b[39;00m\n\u001b[0;32m---> 43\u001b[0m states \u001b[39m=\u001b[39m _collect_rng_states(include_cuda)\n\u001b[1;32m 44\u001b[0m \u001b[39myield\u001b[39;00m\n\u001b[1;32m 45\u001b[0m _set_rng_states(states)\n", - "File \u001b[0;32m~/miniconda3/envs/tp_version2/lib/python3.11/site-packages/lightning_fabric/utilities/seed.py:118\u001b[0m, in \u001b[0;36m_collect_rng_states\u001b[0;34m(include_cuda)\u001b[0m\n\u001b[1;32m 112\u001b[0m states \u001b[39m=\u001b[39m {\n\u001b[1;32m 113\u001b[0m \u001b[39m\"\u001b[39m\u001b[39mtorch\u001b[39m\u001b[39m\"\u001b[39m: torch\u001b[39m.\u001b[39mget_rng_state(),\n\u001b[1;32m 114\u001b[0m \u001b[39m\"\u001b[39m\u001b[39mnumpy\u001b[39m\u001b[39m\"\u001b[39m: np\u001b[39m.\u001b[39mrandom\u001b[39m.\u001b[39mget_state(),\n\u001b[1;32m 115\u001b[0m \u001b[39m\"\u001b[39m\u001b[39mpython\u001b[39m\u001b[39m\"\u001b[39m: python_get_rng_state(),\n\u001b[1;32m 116\u001b[0m }\n\u001b[1;32m 117\u001b[0m \u001b[39mif\u001b[39;00m include_cuda:\n\u001b[0;32m--> 118\u001b[0m states[\u001b[39m\"\u001b[39m\u001b[39mtorch.cuda\u001b[39m\u001b[39m\"\u001b[39m] \u001b[39m=\u001b[39m torch\u001b[39m.\u001b[39;49mcuda\u001b[39m.\u001b[39;49mget_rng_state_all()\n\u001b[1;32m 119\u001b[0m \u001b[39mreturn\u001b[39;00m states\n", - "File \u001b[0;32m~/miniconda3/envs/tp_version2/lib/python3.11/site-packages/torch/cuda/random.py:46\u001b[0m, in \u001b[0;36mget_rng_state_all\u001b[0;34m()\u001b[0m\n\u001b[1;32m 44\u001b[0m results \u001b[39m=\u001b[39m []\n\u001b[1;32m 45\u001b[0m \u001b[39mfor\u001b[39;00m i \u001b[39min\u001b[39;00m \u001b[39mrange\u001b[39m(device_count()):\n\u001b[0;32m---> 46\u001b[0m results\u001b[39m.\u001b[39mappend(get_rng_state(i))\n\u001b[1;32m 47\u001b[0m \u001b[39mreturn\u001b[39;00m results\n", - "File \u001b[0;32m~/miniconda3/envs/tp_version2/lib/python3.11/site-packages/torch/cuda/random.py:30\u001b[0m, in \u001b[0;36mget_rng_state\u001b[0;34m(device)\u001b[0m\n\u001b[1;32m 20\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39mget_rng_state\u001b[39m(device: Union[\u001b[39mint\u001b[39m, \u001b[39mstr\u001b[39m, torch\u001b[39m.\u001b[39mdevice] \u001b[39m=\u001b[39m \u001b[39m\"\u001b[39m\u001b[39mcuda\u001b[39m\u001b[39m\"\u001b[39m) \u001b[39m-\u001b[39m\u001b[39m>\u001b[39m Tensor:\n\u001b[1;32m 21\u001b[0m \u001b[39m \u001b[39m\u001b[39mr\u001b[39m\u001b[39m\"\"\"Return the random number generator state of the specified GPU as a ByteTensor.\u001b[39;00m\n\u001b[1;32m 22\u001b[0m \n\u001b[1;32m 23\u001b[0m \u001b[39m Args:\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 28\u001b[0m \u001b[39m This function eagerly initializes CUDA.\u001b[39;00m\n\u001b[1;32m 29\u001b[0m \u001b[39m \"\"\"\u001b[39;00m\n\u001b[0;32m---> 30\u001b[0m _lazy_init()\n\u001b[1;32m 31\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39misinstance\u001b[39m(device, \u001b[39mstr\u001b[39m):\n\u001b[1;32m 32\u001b[0m device \u001b[39m=\u001b[39m torch\u001b[39m.\u001b[39mdevice(device)\n", - "File \u001b[0;32m~/miniconda3/envs/tp_version2/lib/python3.11/site-packages/torch/cuda/__init__.py:302\u001b[0m, in \u001b[0;36m_lazy_init\u001b[0;34m()\u001b[0m\n\u001b[1;32m 300\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39m\"\u001b[39m\u001b[39mCUDA_MODULE_LOADING\u001b[39m\u001b[39m\"\u001b[39m \u001b[39mnot\u001b[39;00m \u001b[39min\u001b[39;00m os\u001b[39m.\u001b[39menviron:\n\u001b[1;32m 301\u001b[0m os\u001b[39m.\u001b[39menviron[\u001b[39m\"\u001b[39m\u001b[39mCUDA_MODULE_LOADING\u001b[39m\u001b[39m\"\u001b[39m] \u001b[39m=\u001b[39m \u001b[39m\"\u001b[39m\u001b[39mLAZY\u001b[39m\u001b[39m\"\u001b[39m\n\u001b[0;32m--> 302\u001b[0m torch\u001b[39m.\u001b[39;49m_C\u001b[39m.\u001b[39;49m_cuda_init()\n\u001b[1;32m 303\u001b[0m \u001b[39m# Some of the queued calls may reentrantly call _lazy_init();\u001b[39;00m\n\u001b[1;32m 304\u001b[0m \u001b[39m# we need to just return without initializing in that case.\u001b[39;00m\n\u001b[1;32m 305\u001b[0m \u001b[39m# However, we must not let any *other* threads in!\u001b[39;00m\n\u001b[1;32m 306\u001b[0m _tls\u001b[39m.\u001b[39mis_initializing \u001b[39m=\u001b[39m \u001b[39mTrue\u001b[39;00m\n", - "\u001b[0;31mRuntimeError\u001b[0m: The NVIDIA driver on your system is too old (found version 10020). Please update your GPU driver by downloading and installing a new version from the URL: http://www.nvidia.com/Download/index.aspx Alternatively, go to: https://pytorch.org to install a PyTorch version that has been compiled with your version of the CUDA driver." + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 0: 100%|██████████| 8000/8000 [01:13<00:00, 108.16it/s]" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "`Trainer.fit` stopped: `max_steps=8000` reached.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 0: 100%|██████████| 8000/8000 [01:13<00:00, 108.16it/s]\n" ] } ], @@ -188,19 +184,17 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -219,7 +213,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -234,14 +228,12 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], diff --git a/examples/pinn/interface-jump.ipynb b/examples/pinn/interface-jump.ipynb index 41d0b583..af74a537 100644 --- a/examples/pinn/interface-jump.ipynb +++ b/examples/pinn/interface-jump.ipynb @@ -269,18 +269,7 @@ "outputs": [ { "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -290,7 +279,7 @@ } ], "source": [ - "tp.utils.scatter(X, left_sampler, right_sampler, left_pde_sampler, right_pde_sampler, \n", + "fig = tp.utils.scatter(X, left_sampler, right_sampler, left_pde_sampler, right_pde_sampler, \n", " interface_sampler, left_neumann_sampler, right_neumann_sampler)" ] }, @@ -326,15 +315,15 @@ "0 Non-trainable params\n", "302 Total params\n", "0.001 Total estimated model params size (MB)\n", - "/home/tomfre/miniconda3/envs/tp_v2/lib/python3.12/site-packages/pytorch_lightning/trainer/connectors/data_connector.py:441: The 'train_dataloader' does not have many workers which may be a bottleneck. Consider increasing the value of the `num_workers` argument` to `num_workers=254` in the `DataLoader` to improve performance.\n", - "/home/tomfre/miniconda3/envs/tp_v2/lib/python3.12/site-packages/pytorch_lightning/trainer/connectors/data_connector.py:441: The 'val_dataloader' does not have many workers which may be a bottleneck. Consider increasing the value of the `num_workers` argument` to `num_workers=254` in the `DataLoader` to improve performance.\n" + "/home/tomfre/miniconda3/envs/tp_version2/lib/python3.11/site-packages/pytorch_lightning/trainer/connectors/data_connector.py:441: The 'train_dataloader' does not have many workers which may be a bottleneck. Consider increasing the value of the `num_workers` argument` to `num_workers=254` in the `DataLoader` to improve performance.\n", + "/home/tomfre/miniconda3/envs/tp_version2/lib/python3.11/site-packages/pytorch_lightning/trainer/connectors/data_connector.py:441: The 'val_dataloader' does not have many workers which may be a bottleneck. Consider increasing the value of the `num_workers` argument` to `num_workers=254` in the `DataLoader` to improve performance.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Epoch 0: 100%|██████████| 2500/2500 [01:46<00:00, 23.57it/s]" + "Epoch 0: 100%|██████████| 2500/2500 [01:45<00:00, 23.75it/s]" ] }, { @@ -348,7 +337,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Epoch 0: 100%|██████████| 2500/2500 [01:46<00:00, 23.57it/s]\n" + "Epoch 0: 100%|██████████| 2500/2500 [01:45<00:00, 23.75it/s]\n" ] } ], @@ -388,15 +377,13 @@ "name": "stderr", "output_type": "stream", "text": [ - "/home/tomfre/miniconda3/envs/tp_v2/lib/python3.12/site-packages/torch/functional.py:507: UserWarning: torch.meshgrid: in an upcoming release, it will be required to pass the indexing argument. (Triggered internally at ../aten/src/ATen/native/TensorShape.cpp:3549.)\n", - " return _VF.meshgrid(tensors, **kwargs) # type: ignore[attr-defined]\n", - "/home/tomfre/Desktop/torchphysics/src/torchphysics/problem/domains/domain2D/parallelogram.py:134: UserWarning: The use of `x.T` on tensors of dimension other than 2 to reverse their shape is deprecated and it will throw an error in a future release. Consider `x.mT` to transpose batches of matrices or `x.permute(*torch.arange(x.ndim - 1, -1, -1))` to reverse the dimensions of a tensor. (Triggered internally at ../aten/src/ATen/native/TensorShape.cpp:3637.)\n", - " bary_coords = torch.stack(torch.meshgrid((x, y))).T.reshape(-1, 2)\n" + "/home/tomfre/miniconda3/envs/tp_version2/lib/python3.11/site-packages/torch/functional.py:507: UserWarning: torch.meshgrid: in an upcoming release, it will be required to pass the indexing argument. (Triggered internally at ../aten/src/ATen/native/TensorShape.cpp:3549.)\n", + " return _VF.meshgrid(tensors, **kwargs) # type: ignore[attr-defined]\n" ] }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -434,7 +421,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -478,7 +465,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.1" + "version": "3.11.7" }, "orig_nbformat": 4 }, diff --git a/tests/tests_plots/test_plot.py b/tests/tests_plots/test_plot.py index 6535eba5..f45aa7c3 100644 --- a/tests/tests_plots/test_plot.py +++ b/tests/tests_plots/test_plot.py @@ -181,7 +181,7 @@ def test_3D_curve(): model = FCN(input_space=R1('i')*R1('t'), output_space=R2('u')) fig = plotter.plot(model=model) assert torch.allclose(torch.tensor(fig.axes[0].get_xlim()).float(), - torch.tensor((-1.15, 2.15))) + torch.tensor((-1.2188, 2.2188)), rtol=0.001) assert fig.axes[0].get_xlabel() == 'i' pyplot.close(fig)