diff --git a/Tutorials/1. Geometry/different sampling.ipynb b/Tutorials/1. Geometry/different sampling.ipynb new file mode 100644 index 0000000..235fbb0 --- /dev/null +++ b/Tutorials/1. Geometry/different sampling.ipynb @@ -0,0 +1,148 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using default backend: PyTorch\n", + "Using Pytorch: 2.0.1+cu117\n" + ] + } + ], + "source": [ + "# This is only valid when the package is not installed\n", + "import sys\n", + "sys.path.append('../../') # two folders up\n", + "\n", + "import DeepINN as dp" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "X = dp.spaces.R2('x') # R2 space\n", + "R = dp.domains.Parallelogram(X, [0,0], [1,0], [0,1]) # unit square\n", + "C = dp.domains.Circle(X, [0,0], 1) # unit circle" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "random_R = dp.samplers.RandomUniformSampler(R, n_points=50) + dp.samplers.RandomUniformSampler(R.boundary, n_points=50) # 50 random points\n", + "grid_C = dp.samplers.GridSampler(C, density=10) + dp.samplers.GridSampler(C.boundary, density=10) # grid points with density 10\n", + "\n", + "dp.utils.scatter(X, random_R)\n", + "dp.utils.scatter(X, grid_C)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "X = dp.spaces.R2('x') # R2 space\n", + "R = dp.domains.Parallelogram(X, [-0.5,-0.5], [0.5,-0.5], [-0.5,0.5]) # unit square\n", + "C = dp.domains.Circle(X, [0,0], 0.25) # unit circle\n", + "\n", + "intersect = R - C\n", + "random_R = dp.samplers.RandomUniformSampler(R, n_points=500) + dp.samplers.RandomUniformSampler(R.boundary, n_points=100) # 50 random points\n", + "grid_C = dp.samplers.GridSampler(C, n_points=100) + dp.samplers.GridSampler(C.boundary, n_points=100) # grid points with density 10\n", + "\n", + "random_intersect = dp.samplers.LHSSampler(intersect, n_points=500) + dp.samplers.RandomUniformSampler(intersect.boundary, n_points=500) \n", + "\n", + "dp.utils.scatter(X, random_R)\n", + "dp.utils.scatter(X, grid_C)\n", + "dp.utils.scatter(X, random_intersect)" + ] + } + ], + "metadata": { + "interpreter": { + "hash": "fb770cb910411e790a99fd848f827dc995ac53be5098d939fbaa56bcec3c9277" + }, + "kernelspec": { + "display_name": "Python 3.9.4 64-bit ('bosch': conda)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.10" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/requirements_working.txt b/requirements_working.txt new file mode 100644 index 0000000..f5e6f0f --- /dev/null +++ b/requirements_working.txt @@ -0,0 +1,73 @@ +asttokens==2.2.1 +backcall==0.2.0 +cmake==3.26.4 +comm==0.1.3 +contourpy==1.1.0 +cycler==0.11.0 +debugpy==1.6.7 +decorator==5.1.1 +executing==1.2.0 +filelock==3.12.2 +fonttools==4.40.0 +importlib-metadata==6.7.0 +importlib-resources==5.12.0 +ipykernel==6.23.2 +ipython==8.12.2 +jedi==0.18.2 +Jinja2==3.1.2 +joblib==1.2.0 +jupyter_client==8.2.0 +jupyter_core==5.3.1 +kiwisolver==1.4.4 +lit==16.0.6 +MarkupSafe==2.1.3 +matplotlib==3.7.1 +matplotlib-inline==0.1.6 +mpmath==1.3.0 +nest-asyncio==1.5.6 +networkx==3.1 +numpy==1.24.3 +nvidia-cublas-cu11==11.10.3.66 +nvidia-cuda-cupti-cu11==11.7.101 +nvidia-cuda-nvrtc-cu11==11.7.99 +nvidia-cuda-runtime-cu11==11.7.99 +nvidia-cudnn-cu11==8.5.0.96 +nvidia-cufft-cu11==10.9.0.58 +nvidia-curand-cu11==10.2.10.91 +nvidia-cusolver-cu11==11.4.0.1 +nvidia-cusparse-cu11==11.7.4.91 +nvidia-nccl-cu11==2.14.3 +nvidia-nvtx-cu11==11.7.91 +packaging==23.1 +parso==0.8.3 +pexpect==4.8.0 +pickleshare==0.7.5 +Pillow==9.5.0 +platformdirs==3.6.0 +prompt-toolkit==3.0.38 +psutil==5.9.5 +ptyprocess==0.7.0 +pure-eval==0.2.2 +pyaml==23.5.9 +Pygments==2.15.1 +pyparsing==3.1.0 +python-dateutil==2.8.2 +PyYAML==6.0 +pyzmq==25.1.0 +Rtree==1.0.1 +scikit-learn==1.2.2 +scikit-optimize==0.9.0 +scipy==1.10.1 +shapely==2.0.1 +six==1.16.0 +stack-data==0.6.2 +sympy==1.12 +threadpoolctl==3.1.0 +torch==2.0.1 +tornado==6.3.2 +traitlets==5.9.0 +trimesh==3.22.1 +triton==2.0.0 +typing_extensions==4.6.3 +wcwidth==0.2.6 +zipp==3.15.0