diff --git a/my-FEA-net.ipynb b/my-FEA-net.ipynb new file mode 100644 index 0000000..be32fb2 --- /dev/null +++ b/my-FEA-net.ipynb @@ -0,0 +1,1548 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 82, + "id": "976fdd8c-5fbc-4a6c-962a-a96834fca90a", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "id": "c4bd9b5c-6b01-4c2e-8031-8a6ea5984bc9", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(61, 181, 2)\n", + "(60, 180)\n", + "1.0\n", + "[0.46214973 0.40594645 0.3626868 0.33213334 0.31088199]\n", + "[[-2093.59437437 -1510.23872001]\n", + " [-2021.01826125 -1500.7691265 ]\n", + " [-1981.21910949 -1482.29474643]\n", + " [-1953.93272661 -1458.98756536]\n", + " [-1936.4863549 -1430.74142593]]\n" + ] + } + ], + "source": [ + "global_density = np.load('datasets/top88_mod2_xPhys_180_60.npy')\n", + "\n", + "global_displace = np.load('datasets/top88_mod2_u_180_60.npy')\n", + "global_displace = global_displace.reshape(181,61,2)\n", + "global_displace = np.dstack((global_displace[:,:,0].T, global_displace[:,:,1].T))\n", + "\n", + "print(global_displace.shape)\n", + "print(global_density.shape)\n", + "print(global_density[59,179])\n", + "print(global_density[:5,0])\n", + "print(global_displace[:5,0,:])\n" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "id": "f4b98ca1-bb95-4dd4-8fc3-0cdc88831d4e", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "def standardization(data):\n", + " mu = np.mean(data, axis=0)\n", + " sigma = np.std(data, axis=0)\n", + " return (data - mu) / sigma" + ] + }, + { + "cell_type": "markdown", + "id": "61a8b6a6-cfe8-4303-b515-93a0695ba830", + "metadata": { + "tags": [] + }, + "source": [ + "## Visualization for raw data" + ] + }, + { + "cell_type": "markdown", + "id": "b4c2a6b2-3fef-43f6-afc0-d2b7c9b14766", + "metadata": { + "jp-MarkdownHeadingCollapsed": true, + "tags": [] + }, + "source": [ + "### Flat 曲线" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e650099d-cc4d-42ea-9603-ae1a3073879e", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "def grid2contour(grid):\n", + " '''\n", + " grid--image_grid used to show deform field\n", + " type: numpy ndarray, shape: (h, w, 2), value range:(-1, 1)\n", + " '''\n", + " assert grid.ndim == 3\n", + " x = np.arange(-1, 1, 2/grid.shape[1])\n", + " y = np.arange(-1, 1, 2/grid.shape[0])\n", + " X, Y = np.meshgrid(x, y)\n", + " Z1 = grid[:,:,0] + 2#remove the dashed line\n", + " Z1 = Z1[::-1]#vertical flip\n", + " Z2 = grid[:,:,1] + 2\n", + " \n", + " plt.figure()\n", + " plt.contour(X, Y, Z1, 15, colors='k')\n", + " plt.contour(X, Y, Z2, 15, colors='k')\n", + " plt.xticks(()), plt.yticks(())#remove x, y ticks\n", + " plt.title('deform field')\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a21818c5-3cac-4e47-8470-068822ea941d", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "grid2contour(standardization(global_displace))\n", + "grid2contour(np.zeros((180,60,2)))" + ] + }, + { + "cell_type": "markdown", + "id": "2c72c0a3-b49a-466b-ad92-f380d8cada87", + "metadata": { + "tags": [] + }, + "source": [ + "### surf 曲面绘制" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "id": "6f69e748-6eaa-407f-969a-5894721fc69d", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "%matplotlib inline\n", + "\n", + "from mpl_toolkits.mplot3d import Axes3D\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "def surf_plot(dp,ny,nx,UorV='sqrt',non_dp=False):\n", + " fig = plt.figure()\n", + " ax = fig.add_subplot(projection='3d')\n", + "\n", + " # Make data\n", + " # 生成网格数据\n", + " X, Y = np.meshgrid(np.arange(nx), np.arange(ny))\n", + "\n", + " if non_dp:\n", + " Z = Z_x = Z_y = dp.reshape(ny,nx)\n", + " else:\n", + " Z = dp.reshape(ny,nx,2)\n", + " Z_x = Z[:,:,0].reshape(ny,nx)\n", + " Z_y = Z[:,:,1].reshape(ny,nx)\n", + "\n", + "\n", + " if UorV == 'u':\n", + " ax.plot_surface(X, Y, Z_x, rstride = 1, cstride = 1, cmap='rainbow')\n", + " elif UorV == 'v':\n", + " ax.plot_surface(X, Y, Z_y, rstride = 1, cstride = 1, cmap='rainbow')\n", + " else:\n", + " ax.plot_surface(X, Y, Z_x*Z_x+Z_y*Z_y, rstride = 1, cstride = 1, cmap='rainbow')\n", + "\n", + " plt.show()\n", + "\n", + "surf_plot(global_displace,61,181,'u')\n", + "surf_plot(global_displace,61,181,'v')\n", + "surf_plot(global_displace,61,181,'sqrt')\n" + ] + }, + { + "cell_type": "markdown", + "id": "890fedf8-9de6-4fd5-a7d2-ccefd8bd137d", + "metadata": {}, + "source": [ + "## Set global variable" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "id": "0b8dc86b-9c53-4ced-81a7-38c570b15c4e", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "m=5\n", + "N=(m+1)**2\n", + "\n", + "global_nely=global_density.shape[0]\n", + "global_nelx=global_density.shape[1]\n", + "\n", + "coarse_nely = int(global_nely/m)\n", + "coarse_nelx = int(global_nelx/m)" + ] + }, + { + "cell_type": "markdown", + "id": "a97bff19-f357-4242-8bb5-87e52dea5548", + "metadata": {}, + "source": [ + "## Data preparation" + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "id": "7280cd06-ef72-4c7b-92a9-869c375e1357", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(432, 25)\n" + ] + } + ], + "source": [ + "coarse_density=np.zeros(shape=(coarse_nely*coarse_nelx,m*m))\n", + "\n", + "for ely in range(coarse_nely):\n", + " for elx in range(coarse_nelx):\n", + " coarse_density[elx + ely * m] = global_density[ely * m : (ely + 1) * m, elx * m : (elx + 1) * m].flatten()\n", + " \n", + "print(coarse_density.shape)\n" + ] + }, + { + "cell_type": "markdown", + "id": "536d30a3-af52-43b4-a8d7-8d17148b3493", + "metadata": { + "tags": [] + }, + "source": [ + "| N1 | N2 | x |\n", + "| --- | --- | --- |\n", + "| N3 | N4 | |\n", + "| y | | | " + ] + }, + { + "cell_type": "code", + "execution_count": 88, + "id": "a447d9c6-cbcc-4329-bd2a-92a0fb2908e1", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(432, 4, 2)\n" + ] + } + ], + "source": [ + "coarse_displace=np.zeros(shape=(coarse_nely*coarse_nelx,4,2))\n", + "\n", + "for ely in range(coarse_nely):\n", + " for elx in range(coarse_nelx):\n", + " coarse_displace[elx + ely * m][0] = global_displace[ely * m, elx * m, :]\n", + " coarse_displace[elx + ely * m][1] = global_displace[ely * m, (elx+1) * m, :]\n", + " coarse_displace[elx + ely * m][2] = global_displace[(ely+1) * m, elx * m, :]\n", + " coarse_displace[elx + ely * m][3] = global_displace[(ely+1) * m, (elx+1) * m, :]\n", + " \n", + "print(coarse_displace.shape)\n", + "\n", + "# for i in range(1,10):\n", + "# surf_plot(coarse_displace[i,:,:],2,2,'s')\n", + "\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 89, + "id": "7b6286ad-bfe0-451d-8659-887c0941c1d8", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(432, 72)\n" + ] + } + ], + "source": [ + "fine_displace=np.zeros(shape=(coarse_nely*coarse_nelx, ((m+1)**2) * 2))\n", + "\n", + "for ely in range(coarse_nely):\n", + " for elx in range(coarse_nelx):\n", + " fine_displace[elx + ely * m] = global_displace[ely*m : (ely+1)*m+1, elx*m : (elx+1)*m+1, :].flatten()\n", + "\n", + "print(fine_displace.shape)\n", + "\n", + "# for i in range(1,10):\n", + "# surf_plot(fine_displace[i,:],6,6,'u')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 90, + "id": "6fad23b5-d46e-4719-9613-44448a302d42", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "# shape_function = np.zeros(shape=(coarse_nely*coarse_nelx,((m+1)**2) * 2 * 4 * 2))\n", + "\n", + "# for coarse_elx in range(coarse_nelx):\n", + "# for coarse_ely in range(coarse_nely):\n", + "# b=global_displace[coarse_elx:coarse_elx+m+1, coarse_ely:coarse_ely+m+1, :]\n", + "# x=coarse_displace[coarse_ely+coarse_elx*m, :]\n", + "# # print('b:')\n", + "# # print(b)\n", + "# # print('x:')\n", + "# # print(x)\n", + "# shape_function[coarse_ely + coarse_elx * m] = np.outer(b,x.T).flatten()\n", + " \n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 91, + "id": "79711626-6196-498c-b0ab-2f21d1c3d0d5", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(432, 25)\n", + "(432, 4, 2)\n", + "(432, 72)\n" + ] + }, + { + "ename": "NameError", + "evalue": "name 'shape_function' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[91], line 4\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[38;5;28mprint\u001b[39m(coarse_displace\u001b[38;5;241m.\u001b[39mshape)\n\u001b[1;32m 3\u001b[0m \u001b[38;5;28mprint\u001b[39m(fine_displace\u001b[38;5;241m.\u001b[39mshape)\n\u001b[0;32m----> 4\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[43mshape_function\u001b[49m\u001b[38;5;241m.\u001b[39mshape)\n\u001b[1;32m 5\u001b[0m \u001b[38;5;28mprint\u001b[39m(coarse_displace\u001b[38;5;241m.\u001b[39mreshape(coarse_displace\u001b[38;5;241m.\u001b[39mshape[\u001b[38;5;241m0\u001b[39m],\u001b[38;5;241m2\u001b[39m,\u001b[38;5;241m2\u001b[39m,\u001b[38;5;241m2\u001b[39m)[\u001b[38;5;241m0\u001b[39m,:])\n", + "\u001b[0;31mNameError\u001b[0m: name 'shape_function' is not defined" + ] + } + ], + "source": [ + "print(coarse_density.shape)\n", + "print(coarse_displace.shape)\n", + "print(fine_displace.shape)\n", + "print(shape_function.shape)\n", + "print(coarse_displace.reshape(coarse_displace.shape[0],2,2,2)[0,:])" + ] + }, + { + "cell_type": "code", + "execution_count": 92, + "id": "cbd0aef6-8e97-4ebd-a80a-62b957e45185", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "4" + ] + }, + "execution_count": 92, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "lkx = standardization(coarse_displace[0])\n", + "lkx[:,0].shape[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "id": "7109bc1c-721e-475e-9732-4845b780087d", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(6, 6)\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# https://stackoverflow.com/questions/47295473/how-to-plot-using-matplotlib-python-colahs-deformed-grid\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from matplotlib.collections import LineCollection\n", + "\n", + "def plot_grid(x,y, ax=None, **kwargs):\n", + " ax = ax or plt.gca()\n", + " segs1 = np.stack((x,y), axis=2)\n", + " segs2 = segs1.transpose(1,0,2)\n", + " ax.add_collection(LineCollection(segs1, **kwargs))\n", + " ax.add_collection(LineCollection(segs2, **kwargs))\n", + " ax.autoscale()\n", + "\n", + "\n", + "fig, ax = plt.subplots()\n", + "\n", + "id=23\n", + "# coarse_dis有错误\n", + "# u = standardization(coarse_displace[id]).reshape(2,2,2)[:,:,0]\n", + "# v = standardization(coarse_displace[id]).reshape(2,2,2)[:,:,1]\n", + "\n", + "u = standardization(fine_displace[id]).reshape(6,6,2)[:,:,0]\n", + "v = standardization(fine_displace[id]).reshape(6,6,2)[:,:,1]\n", + "\n", + "grid_x,grid_y = np.meshgrid(np.linspace(-1,1,u.shape[0]),np.linspace(-1,1,v.shape[0]))\n", + "plot_grid(grid_x,grid_y, ax=ax, color=\"lightgrey\")\n", + "\n", + "# distx, disty = f(grid_x,grid_y)\n", + "distx, disty = grid_x+u, grid_y+v\n", + "plot_grid(distx, disty, ax=ax, color=\"C0\")\n", + "print(distx.shape)\n", + "\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 94, + "id": "76f65d75-cd08-432f-8a2a-c3f381119743", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from matplotlib.collections import LineCollection\n", + "\n", + "def plot_grid(x,y, ax=None, **kwargs):\n", + " ax = ax or plt.gca()\n", + " segs1 = np.stack((x,y), axis=2)\n", + " segs2 = segs1.transpose(1,0,2)\n", + " ax.add_collection(LineCollection(segs1, **kwargs))\n", + " ax.add_collection(LineCollection(segs2, **kwargs))\n", + " ax.autoscale()\n", + "\n", + "\n", + "f = lambda x,y : ( x+0.8*np.exp(-x**2-y**2),y )\n", + "\n", + "fig, ax = plt.subplots()\n", + "\n", + "grid_x,grid_y = np.meshgrid(np.linspace(-3,3,20),np.linspace(-3,3,20))\n", + "plot_grid(grid_x,grid_y, ax=ax, color=\"lightgrey\")\n", + "\n", + "distx, disty = f(grid_x,grid_y)\n", + "plot_grid(distx, disty, ax=ax, color=\"C0\")\n", + "\n", + "plt.show()\n", + "\n", + "# print(grid_x)" + ] + }, + { + "cell_type": "markdown", + "id": "d43818b2-90c5-47e3-8fa4-ce43227e5634", + "metadata": {}, + "source": [ + "## Load data" + ] + }, + { + "cell_type": "code", + "execution_count": 95, + "id": "36fe7136-efb3-4368-a819-a88821387ece", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "def standardization(data):\n", + " mu = np.mean(data, axis=0)\n", + " sigma = np.std(data, axis=0)\n", + " return (data - mu) / sigma" + ] + }, + { + "cell_type": "code", + "execution_count": 100, + "id": "6988756d-e5dd-4389-80dc-b1392a2d72d4", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[-1067.57312768 -334.32749706]\n", + " [ -909.78270807 -156.5933361 ]\n", + " [ -833.44665926 -175.75666518]\n", + " [ -641.47200488 -43.9101028 ]]\n", + "[-1067.57312768 -909.78270807 -833.44665926 -641.47200488]\n", + "[-334.32749706 -156.5933361 -175.75666518 -43.9101028 ]\n", + "[[3.98117159e-02 1.47520948e-02 4.45538970e-03 1.00188656e-03\n", + " 7.62406670e-12]\n", + " [3.94775858e-02 1.45622623e-02 4.38633474e-03 1.01695617e-03\n", + " 2.67582311e-09]\n", + " [3.91778893e-02 1.44118984e-02 4.37348525e-03 1.18994772e-03\n", + " 5.95337227e-04]\n", + " [3.89885361e-02 1.43952182e-02 4.61322820e-03 2.06110448e-03\n", + " 3.65232390e-03]\n", + " [3.90838130e-02 1.48137462e-02 5.80801792e-03 5.25912419e-03\n", + " 1.14611907e-02]]\n" + ] + }, + { + "data": { + "image/png": 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", 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", 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "test_idx=36\n", + "print(coarse_displace[test_idx,:,:])\n", + "print(coarse_displace[test_idx,:,0])\n", + "print(coarse_displace[test_idx,:,1])\n", + "\n", + "print(coarse_density[test_idx,:].reshape(5,5))\n", + "\n", + "surf_plot(coarse_displace[test_idx,:,:],2,2,'u')\n", + "surf_plot(coarse_displace[test_idx,:,:],2,2,'v')\n", + "\n", + "surf_plot(fine_displace[test_idx,:],6,6,'u')\n", + "surf_plot(fine_displace[test_idx,:],6,6,'v')\n", + "\n", + "surf_plot(coarse_density[test_idx,:],5,5,non_dp=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "fbf08f06-09af-421e-a600-83a5d5e8e99b", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "from sklearn.model_selection import train_test_split\n", + "\n", + "X = standardization(coarse_density)\n", + "Y = standardization(fine_displace)\n", + "\n", + "X = np.hstack((coarse_density[:,:] , coarse_displace[:,:,0] , coarse_displace[:,:,1]))\n", + "Y = fine_displace[:,:]\n", + "\n", + "X_train,X_test,Y_train,Y_test=train_test_split(X,Y,test_size=0.2,random_state=0)\n", + "\n", + "\n", + "# X_train=X\n", + "# Y_train=Y" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6d45345b-be4e-46bd-bf30-ea574757f32a", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "#### Libraries From Pytorch\n", + "import torch\n", + "import torch.nn as nn\n", + "import torch.nn.functional as F" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1924a267-0609-4888-8ba4-1ec74ad166d9", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "##### Creating Tensors\n", + "device = 0\n", + "device = f'cuda:{device}' if torch.cuda.is_available() else 'cpu'\n", + "\n", + "\n", + "# X_train=torch.from_numpy(X_train).to(device)\n", + "X_train=torch.from_numpy(X_train).type(torch.float32).to(device)\n", + "X_test=torch.from_numpy(X_test).type(torch.float32).to(device)\n", + "Y_train=torch.from_numpy(Y_train).type(torch.float32).to(device)\n", + "Y_test=torch.from_numpy(Y_test).type(torch.float32).to(device)\n", + "\n", + "print(Y_train.dtype)\n", + "\n", + "print(torch.from_numpy(Y).to(device)[0,1].item())\n", + "print(Y[0,1])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "21260292-b79a-4a67-ac65-05de8d17a775", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "print(X_train.device)\n", + "print(Y_train.dtype)\n", + "print(Y_test.dtype)" + ] + }, + { + "cell_type": "markdown", + "id": "d50f46fc-5ac6-4762-a6c4-1b7c2b7b9e90", + "metadata": {}, + "source": [ + "## Net moudle" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "27890552-84db-4814-8aad-49290ff62281", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "# 测试张量节点编号顺序\n", + "x=torch.from_numpy(X).type(torch.float32).to(device)\n", + "B=x.shape[0]\n", + "density=x[:,:25]\n", + "density=density.reshape(B,1,5,5) # B 1(C) 5 5\n", + "\n", + "\n", + "u = x[:,25:29].reshape(B,1,2,2) # B 1(C) 2 2\n", + "v = x[:,29:].reshape(B,1,2,2) # B 1(C) 2 2\n", + "\n", + "# displace = displace.permute(0,3,1,2) #更换张量维度顺序为->B C W H\n", + "\n", + "displace = torch.cat((u,v),1) # B 2(C) 2 2\n", + "\n", + "test_upsample25x=nn.Upsample(scale_factor=2.5, mode='bilinear')\n", + "\n", + "displace = test_upsample25x(displace)\n", + "\n", + "\n", + "# 耦合\n", + "# x = torch.cat((displace,density),1)\n", + "u = torch.mul(displace[:,0,:,:],density[:,0,:,:])\n", + "v = torch.mul(displace[:,1,:,:],density[:,0,:,:])\n", + "\n", + "x = torch.stack((u,v),1)\n", + "\n", + "test_idx=13\n", + "torch.set_printoptions(precision=8,sci_mode=False)\n", + "\n", + "print(density[test_idx,:])\n", + "print(displace[test_idx,:])\n", + "print(u[test_idx,:,:],v[test_idx,:,:])\n", + "\n", + "print(x[test_idx,:,:,:])\n", + "print(x.shape)\n", + "\n", + "print(x.reshape(B,50)[13,:])\n", + "\n", + "\n", + "y=torch.from_numpy(Y).type(torch.float32).to(device)\n", + "y=y.reshape(B,6,6,2)\n", + "y=y.permute(0,3,1,2) #更换张量维度顺序为->B C W H\n", + "\n", + "print(y[test_idx,:])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4516f3b9-3ac3-4a91-97f2-5d152334ea72", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "#### ENCODER_Model\n", + "class ENCODER_Model(nn.Module):\n", + " def __init__(self,input_features=33,out_features=72):\n", + " super().__init__() \n", + " # self.fc1=nn.Linear(50,70)\n", + " # self.fc2=nn.Linear(70,90)\n", + " # self.fc3=nn.Linear(90,110)\n", + " # self.fc4=nn.Linear(110,130)\n", + " # self.fc5=nn.Linear(130,100)\n", + " # self.fc6=nn.Linear(100,80)\n", + " # self.fc7=nn.Linear(80,72)\n", + " \n", + " self.fc1=nn.Linear(75,90)\n", + " self.fc2=nn.Linear(90,110)\n", + " self.fc3=nn.Linear(110,130)\n", + " self.fc4=nn.Linear(130,110)\n", + " self.fc5=nn.Linear(110,90)\n", + " self.fc6=nn.Linear(90,80)\n", + " self.fc7=nn.Linear(80,72)\n", + " \n", + " def forward(self,x):\n", + "\n", + "\n", + " x = F.relu(self.fc1(x))\n", + " x = F.relu(self.fc2(x))\n", + " x = F.relu(self.fc3(x))\n", + " x = F.relu(self.fc4(x))\n", + " x = F.relu(self.fc5(x))\n", + " x = F.relu(self.fc6(x))\n", + " x = F.relu(self.fc7(x))\n", + " \n", + " return x" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "60312491-99e2-43a9-a519-326be679c289", + "metadata": {}, + "outputs": [], + "source": [ + "#### ENCODER_Model\n", + "class Encode-Decode_Model(nn.Module):\n", + " def __init__(self,input_features=33,out_features=72):\n", + " super().__init__() \n", + " self.upsample25x=nn.Upsample(scale_factor=2.5, mode='bilinear')\n", + " \n", + " self.fc1=nn.Linear(75,100)\n", + " self.fc2=nn.Linear(100,150)\n", + " self.fc3=nn.Linear(150,200)\n", + " self.fc4=nn.Linear(200,300)\n", + " self.fc5=nn.Linear(300,400)\n", + " self.fc6=nn.Linear(400,500)\n", + " self.fc7=nn.Linear(500,576)\n", + " \n", + " self.fc8=nn.Linear(576,500)\n", + " self.fc9=nn.Linear(500,400)\n", + " self.fc10=nn.Linear(400,300)\n", + " self.fc11=nn.Linear(300,200)\n", + " self.fc12=nn.Linear(200,150)\n", + " self.fc13=nn.Linear(150,100)\n", + " self.fc14=nn.Linear(100,72)\n", + "\n", + " \n", + " def forward(self,x):\n", + " B=x.shape[0]\n", + " density=x[:,:25]\n", + " density=density.reshape(B,1,5,5) # B 1(C) 5 5\n", + "\n", + " u = x[:,25:29].reshape(B,1,2,2) # B 1(C) 2 2\n", + " v = x[:,29:].reshape(B,1,2,2) # B 1(C) 2 2\n", + "\n", + " displace = torch.cat((u,v),1) # B 2(C) 2 2\n", + "\n", + " displace = self.upsample25x(displace) #升维度 -> B 2 5 5\n", + "\n", + " # 1.矩阵相乘做耦合\n", + " # u = torch.mul(displace[:,0,:,:],density[:,0,:,:])\n", + " # v = torch.mul(displace[:,1,:,:],density[:,0,:,:])\n", + " # x = torch.stack((u,v),1) # B 2 5 5\n", + " # x = x.reshape(B,50) \n", + "\n", + " # 2.卷积做耦合\n", + " # self.conv55=nn.Conv2d(3,2,3,padding=1) # B 3 5 5 -> B 2 5 5\n", + " # \n", + "\n", + " # 3.直接 cat 接上\n", + " x = torch.cat((displace,density),1)\n", + " x = x.reshape(B,75) \n", + "\n", + " x = torch.autograd.Variable(x,requires_grad=True)\n", + "\n", + " \n", + " # Encode\n", + " x = F.relu(self.fc1(x))\n", + " x = F.relu(self.fc2(x))\n", + " x = F.relu(self.fc3(x))\n", + " x = F.relu(self.fc4(x))\n", + " x = F.relu(self.fc5(x))\n", + " x = F.relu(self.fc6(x))\n", + " x = F.relu(self.fc7(x))\n", + " shape_func=x.clone()\n", + "\n", + " # Decode\n", + " x = F.relu(self.fc8(x))\n", + " x = F.relu(self.fc9(x))\n", + " x = F.relu(self.fc10(x))\n", + " x = F.relu(self.fc11(x))\n", + " x = F.relu(self.fc12(x))\n", + " x = F.relu(self.fc13(x))\n", + " x = F.relu(self.fc14(x))\n", + " \n", + " return x, shape_func" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4e4c341a-a1b1-4bbe-8485-bdf71853d8e5", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "#### Creating Modelwith Pytorch\n", + "class ANN_Model(nn.Module):\n", + " def __init__(self,input_features=8,out_features=72):\n", + " super().__init__() \n", + " self.fc1=nn.Linear(input_features,12)\n", + " self.fc2=nn.Linear(12,16)\n", + " self.fc3=nn.Linear(16,20)\n", + " self.fc4=nn.Linear(20,25)\n", + " \n", + " self.fc5=nn.Linear(50,60)\n", + " self.fc6=nn.Linear(60,70)\n", + " self.fc7=nn.Linear(70,80)\n", + " self.fc8=nn.Linear(80,90)\n", + " self.fc9=nn.Linear(90,100)\n", + " self.fc10=nn.Linear(100,90)\n", + " self.fc11=nn.Linear(90,80)\n", + "\n", + " \n", + " self.out=nn.Linear(80,out_features) \n", + "\n", + "\n", + " def forward(self,x):\n", + " density=x[:,:25].reshape(x.shape[0],25)\n", + " displace = x[:,25:]\n", + " x = F.relu(self.fc1(displace))\n", + " x = F.relu(self.fc2(x))\n", + " x = F.relu(self.fc3(x))\n", + " x = F.relu(self.fc4(x))\n", + " x = torch.hstack((density,x))\n", + "\n", + " x = F.relu(self.fc5(x))\n", + " x = F.relu(self.fc6(x))\n", + " x = F.relu(self.fc7(x))\n", + " x = F.relu(self.fc8(x))\n", + " x = F.relu(self.fc9(x))\n", + " x = F.relu(self.fc10(x))\n", + " x = F.relu(self.fc11(x))\n", + "\n", + "\n", + " x = self.out(x)\n", + " \n", + " return x" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1c557a14-b1db-45fc-a9d1-70a197e6d45f", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "#### Creating Modelwith Pytorch\n", + "class CNN_Model(nn.Module):\n", + " def __init__(self,input_features=8,out_features=72):\n", + " super().__init__() \n", + " \n", + " self.upsample25x=nn.Upsample(scale_factor=2.5, mode='bilinear')\n", + " # self.conv55=nn.Conv2d(3,3,3,padding=1) # keep B 3 5 5\n", + " # self.conv56=nn.Conv2d(3,3,4,padding=2) # B 3 5 5 -> B 3 5 6\n", + " \n", + " # self.conv66_1=nn.Conv2d(3,5,3,padding=1) # B 3 6 6 -> B 64 6 6\n", + " # self.conv66_2=nn.Conv2d(5,8,3,padding=1) # B 64 6 6 -> B 32 6 6\n", + " # self.conv66_3=nn.Conv2d(8,5,3,padding=1) # B 32 6 6 -> B 8 6 6\n", + " # self.conv66_4=nn.Conv2d(5,2,3,padding=1) # B 8 6 6 -> B 2 6 6\n", + "\n", + " self.conv55=nn.Conv2d(3,2,3,padding=1) # B 3 5 5 -> B 2 5 5\n", + " self.fc1=nn.Linear(50,70)\n", + " self.fc2=nn.Linear(70,90)\n", + " self.fc3=nn.Linear(90,110)\n", + " self.fc4=nn.Linear(110,130)\n", + " self.fc5=nn.Linear(130,100)\n", + " self.fc6=nn.Linear(100,80)\n", + " self.fc7=nn.Linear(80,72)\n", + "\n", + " def forward(self,x):\n", + " B=x.shape[0]\n", + " density=x[:,:25]\n", + " density=density.reshape(B,1,5,5) # B 1 5 5\n", + " \n", + " \n", + " displace = x[:,25:]\n", + " displace = displace.reshape(B,2,2,2) # B 2 2 2(C)\n", + " displace = displace.permute(0,3,1,2) #更换张量维度顺序为->B C W H\n", + " displace = self.upsample25x(displace) #升维度 -> B 2 5 5\n", + " \n", + " # x = torch.cat((displace,density),1)\n", + " \n", + " \n", + "# x = F.relu(self.conv56(x))\n", + "# x = F.relu(self.conv66_1(x))\n", + "# x = F.relu(self.conv66_2(x))\n", + "# x = F.relu(self.conv66_3(x))\n", + "# x = F.relu(self.conv66_4(x))\n", + " \n", + "# x = x.permute(0,2,3,1)\n", + "# x = x.reshape(B,72)\n", + "\n", + " u = torch.mul(displace[:,0,:,:],density[:,0,:,:]).reshape(B,25)\n", + " v = torch.mul(displace[:,1,:,:],density[:,0,:,:]).reshape(B,25)\n", + " x = torch.cat((u,v),1)\n", + "\n", + " \n", + " x = F.relu(self.fc1(x))\n", + " x = F.relu(self.fc2(x))\n", + " x = F.relu(self.fc3(x))\n", + " x = F.relu(self.fc4(x))\n", + " x = F.relu(self.fc5(x))\n", + " x = F.relu(self.fc6(x))\n", + " x = F.relu(self.fc7(x))\n", + "\n", + " return x" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f58d3e42-ccbe-4ed4-9805-b2342029633c", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "####instantiate my ANN_model\n", + "torch.manual_seed(20)\n", + "# model = ANN_Model()\n", + "# model = CNN_Model()\n", + "model = ENCODER_Model()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0d45a8ff-a446-4ecf-af0b-d31ea5611323", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "model.parameters\n", + "model=model.to(device)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ad4afe41-8141-48ee-8ccf-e8597266ba56", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "###Backward Propogation-- Define the loss_function,define the optimizer\n", + "loss_function = nn.MSELoss()\n", + "MSE_loss=nn.MSELoss()\n", + "BCE_loss=nn.BCELoss()\n", + "optimizer=torch.optim.Adam(model.parameters(),lr=0.000001)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4ae57c6a-762b-4984-b07b-54ec38f31fed", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "def make_shape_fuc_matrix(ST):\n", + " shape_fuc = torch.zeros(size=(ST.shape[0], ST.shape[1], 8)).to(device)\n", + " for batch in range(ST.shape[0]):\n", + " for node in range(int(ST.shape[1]/2)):\n", + " S = ST[batch, node * 2].item()\n", + " T = ST[batch, node * 2 + 1].item()\n", + " N1 = (1-S)*(1-T)/4\n", + " N2 = (1+S)*(1-T)/4 \n", + " N3 = (1-S)*(1+T)/4 \n", + " N4 = (1+S)*(1+T)/4 \n", + " shape_fuc[batch, node * 2] = torch.asarray([N1,0,N2,0,N3,0,N4,0])\n", + " shape_fuc[batch, node * 2 + 1] = torch.asarray([0,N1,0,N2,0,N3,0,N4])\n", + " return shape_fuc\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "da7a7de6-ad73-4c6a-8de7-ea03a6d78fa8", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "def calcu_fine_displace(SF, Y_train):\n", + " pred_displace = torch.zeros(size=(SF.shape[0], SF.shape[1])).to(device)\n", + "\n", + " for batch in range(SF.shape[0]):\n", + " coarse_nodes = torch.hstack((Y_train[batch, :2], Y_train[batch, m*2:m*2+2], Y_train[batch, m*(m+1):m*(m+1)+2], Y_train[batch, 2*m*m+4*m:]))\n", + " pred_displace[batch] = torch.matmul(SF[batch], coarse_nodes)\n", + " return pred_displace\n" + ] + }, + { + "cell_type": "markdown", + "id": "5d26470a-8b28-4d99-a342-814c21619dfe", + "metadata": {}, + "source": [ + "## Train" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "863259dd-67e8-46fe-8f7c-cfdcfd381619", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "# ANN 学习率:0.001 左右\n", + "import time\n", + "start_time=time.time()\n", + "epochs=10000\n", + "lamda2=0.001\n", + "final_losses=[]\n", + "for i in range(epochs):\n", + " # ST_pred = model.forward(X_train)\n", + " # SF_pred = make_shape_fuc_matrix(ST_pred)\n", + " # Y_pred = calcu_fine_displace(SF_pred, Y_train)\n", + " \n", + " pred = model.forward(X_train)\n", + " loss=MSE_loss(pred,Y_train)\n", + " \n", + " # loss.requires_grad_(True)\n", + " final_losses.append(loss.cpu().detach().numpy())\n", + " if i%1000==1:\n", + " print(\"Epoch number: {} and the loss : {}\".format(i,loss.item()))\n", + " optimizer.zero_grad()\n", + " loss.backward()\n", + " optimizer.step()\n", + "print(time.time()-start_time)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bd877bfa-c104-4e3f-a8ce-def1c8e5f5af", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "# ENCODER\n", + "my_upsample25x=nn.Upsample(scale_factor=2.5, mode='bilinear')\n", + "\n", + "B=X_train.shape[0]\n", + "density=X_train[:,:25]\n", + "density=density.reshape(B,1,5,5) # B 1(C) 5 5\n", + "\n", + "u = X_train[:,25:29].reshape(B,1,2,2) # B 1(C) 2 2\n", + "v = X_train[:,29:].reshape(B,1,2,2) # B 1(C) 2 2\n", + "\n", + "displace = torch.cat((u,v),1) # B 2(C) 2 2\n", + "\n", + "displace = my_upsample25x(displace) #升维度 -> B 2 5 5\n", + "\n", + "# 1.耦合\n", + "# u = torch.mul(displace[:,0,:,:],density[:,0,:,:])\n", + "# v = torch.mul(displace[:,1,:,:],density[:,0,:,:])\n", + "# X_train = torch.stack((u,v),1) # B 2 5 5\n", + "# X_train = X_train.reshape(B,50) \n", + "\n", + "# 2.直接 cat 接上\n", + "X_train = torch.cat((displace,density),1)\n", + "X_train = X_train.reshape(B,75) \n", + "\n", + "X_train=torch.autograd.Variable(X_train,requires_grad=True)\n", + "\n", + " \n", + "Y_train=Y_train.reshape(Y_train.shape[0],6,6,2)\n", + "Y_train=Y_train.permute(0,3,1,2) #更换张量维度顺序为->B C W H\n", + "Y_train=Y_train.reshape(Y_train.shape[0],72)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a4fec259-ffdc-4724-abe6-6c029545982b", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "for idx in range(300):\n", + " print(X_train[idx,:])\n", + " print(Y_train[idx,:])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d3adce7f-c0d9-44ca-945d-010c07e7171c", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "# ENCODER\n", + "# X_train.retain_grad()\n", + "\n", + "import time\n", + "start_time=time.time()\n", + "epochs=10000\n", + "lamda2=0.001\n", + "final_losses=[]\n", + "for i in range(epochs): \n", + " pred = model.forward(X_train)\n", + " loss = MSE_loss(pred,Y_train)\n", + " \n", + " loss = loss.requires_grad_(True)\n", + " final_losses.append(loss.cpu().detach().numpy())\n", + " if i%1000==1:\n", + " print(\"Epoch number: {} and the loss : {}\".format(i,loss.item()))\n", + " # print(X_train.grad)\n", + "\n", + " optimizer.zero_grad()\n", + " loss.backward()\n", + " optimizer.step()\n", + "print(time.time()-start_time)" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "id": "e296c56d-64b7-4766-b727-9472fe611a4d", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "### plot the loss function\n", + "import matplotlib.pyplot as plt\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "id": "8c5c8ff3-a367-4aee-9d21-aec23c21ae3c", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Epoch')" + ] + }, + "execution_count": 81, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(range(epochs),final_losses)\n", + "plt.ylabel('Loss')\n", + "plt.xlabel('Epoch')\n" + ] + }, + { + "cell_type": "markdown", + "id": "56de6b78-19ef-4a86-8f69-381dea193b63", + "metadata": {}, + "source": [ + "## Test" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4e99d35e-de8f-4487-8467-0aff8826fc95", + "metadata": {}, + "outputs": [], + "source": [ + "#### Prediction In X_test data\n", + "predictions=[]\n", + "torch.set_printoptions(precision=4,sci_mode=False)\n", + "\n", + "pred_loss=[]\n", + "idx=range(pred.shape[0])\n", + "with torch.no_grad():\n", + " # ST_pred = model(X_test)\n", + " # SF_pred = make_shape_fuc_matrix(ST_pred)\n", + " # Y_pred = calcu_fine_displace(SF_pred, Y_train)\n", + " pred = model(X_test)\n", + " check_id = 22\n", + " print(X_test.shape)\n", + " print(pred[check_id,:])\n", + " print(Y_test[check_id,:])\n", + " for id in range(pred.shape[0]):\n", + " pred_loss.append(loss_function(pred[id,:],Y_test[id,:]).item())\n", + " \n", + " plt.scatter(idx,pred_loss)\n", + " plt.show()\n", + " print(loss_function(pred,Y_test))" + ] + }, + { + "cell_type": "markdown", + "id": "2294ae31-6369-4291-99f4-6de959d4c5c5", + "metadata": { + "tags": [] + }, + "source": [ + "## Save model" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "77f37cec-6400-48c9-bec6-a70a31ccbd03", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "#### Save the model\n", + "torch.save(model,'opt.pt')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "27422e54-ff7a-4689-b946-ddd82e3def5a", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "import torch\n", + "import torch.nn as nn\n", + "import torch.nn.functional as F\n", + "\n", + "model = torch.load('opt.pt')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ae501d1a-ca61-446a-8d97-00f91c9b4a95", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "global_density = np.load('datasets/top88_mod3_xPhys_180_60.npy')\n", + "\n", + "global_displace = np.load('datasets/top88_mod3_u_180_60.npy')\n", + "global_displace = global_displace.reshape(181,61,2)\n", + "global_displace = np.dstack((global_displace[:,:,0].T, global_displace[:,:,1].T))\n", + "\n", + "m=5\n", + "N=(m+1)**2\n", + "\n", + "global_nely=global_density.shape[0]\n", + "global_nelx=global_density.shape[1]\n", + "\n", + "coarse_nely = int(global_nely/m)\n", + "coarse_nelx = int(global_nelx/m)\n", + "\n", + "coarse_density=np.zeros(shape=(coarse_nely*coarse_nelx,m*m))\n", + "\n", + "for ely in range(coarse_nely):\n", + " for elx in range(coarse_nelx):\n", + " coarse_density[elx + ely * m] = global_density[ely * m : (ely + 1) * m, elx * m : (elx + 1) * m].flatten()\n", + " \n", + "print(coarse_density.shape)\n", + "\n", + "coarse_displace=np.zeros(shape=(coarse_nely*coarse_nelx,4,2))\n", + "\n", + "for ely in range(coarse_nely):\n", + " for elx in range(coarse_nelx):\n", + " coarse_displace[elx + ely * m][0] = global_displace[ely * m, elx * m, :]\n", + " coarse_displace[elx + ely * m][1] = global_displace[ely * m, (elx+1) * m, :]\n", + " coarse_displace[elx + ely * m][2] = global_displace[(ely+1) * m, elx * m, :]\n", + " coarse_displace[elx + ely * m][3] = global_displace[(ely+1) * m, (elx+1) * m, :]\n", + " \n", + "print(coarse_displace.shape)\n", + "\n", + "fine_displace=np.zeros(shape=(coarse_nely*coarse_nelx, ((m+1)**2) * 2))\n", + "\n", + "for ely in range(coarse_nely):\n", + " for elx in range(coarse_nelx):\n", + " fine_displace[elx + ely * m] = global_displace[ely*m : (ely+1)*m+1, elx*m : (elx+1)*m+1, :].flatten()\n", + "\n", + "print(fine_displace.shape)\n", + "\n", + "X = np.hstack((coarse_density[:,:] , coarse_displace[:,:,0] , coarse_displace[:,:,1]))\n", + "Y = fine_displace[:,:]\n", + "X = torch.from_numpy(X).type(torch.float32).to(device)\n", + "Y = torch.from_numpy(Y).type(torch.float32).to(device)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9e750807-f799-4baa-bd1c-c0e897fe95ef", + "metadata": {}, + "outputs": [], + "source": [ + "torch.set_printoptions(precision=4,sci_mode=False)\n", + "\n", + "pred_loss=[]\n", + "idx=range(pred.shape[0])\n", + "\n", + "with torch.no_grad():\n", + " # ST_pred = model(X_test)\n", + " # SF_pred = make_shape_fuc_matrix(ST_pred)\n", + " # Y_pred = calcu_fine_displace(SF_pred, Y_train)\n", + " pred = model(X)\n", + " check_id = 80\n", + " print(X.shape)\n", + " print(pred[check_id,:])\n", + " print(Y[check_id,:])\n", + " for id in range(pred.shape[0]):\n", + " pred_loss.append(loss_function(pred[id,:],Y[id,:]).item())\n", + " \n", + " plt.scatter(idx,pred_loss)\n", + " plt.show()\n", + " print(loss_function(pred,Y))\n", + "\n", + "loss_metrix = np.asarray(pred_loss)\n", + "print(loss_metrix.shape)\n", + "loss_metrix = loss_metrix.reshape(coarse_nely,coarse_nelx)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ffe646bb-9f11-4877-ac88-65f371ee8a12", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "plt.matshow(loss_metrix)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6a029bf0-a96b-4f34-877e-24bfa942c879", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6d484fef-0848-4002-8437-2fdb7213ce63", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "base", + "language": "python", + "name": "base" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.13" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/test.ipynb b/test.ipynb new file mode 100644 index 0000000..cce3ba1 --- /dev/null +++ b/test.ipynb @@ -0,0 +1,127 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "aef142c9-a3d0-408c-a87f-695167d49dea", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(61, 181, 2)\n", + "(60, 180)\n", + "(432, 25)\n", + "(432, 4, 2)\n", + "(432, 72)\n" + ] + }, + { + "ename": "RuntimeError", + "evalue": "Attempting to deserialize object on a CUDA device but torch.cuda.is_available() is False. If you are running on a CPU-only machine, please use torch.load with map_location=torch.device('cpu') to map your storages to the CPU.", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mRuntimeError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[1], line 30\u001b[0m\n\u001b[1;32m 27\u001b[0m loss_function \u001b[38;5;241m=\u001b[39m nn\u001b[38;5;241m.\u001b[39mMSELoss()\n\u001b[1;32m 29\u001b[0m \u001b[38;5;66;03m# Predict \u001b[39;00m\n\u001b[0;32m---> 30\u001b[0m pred \u001b[38;5;241m=\u001b[39m \u001b[43mtest\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mcheckpoints/ANN_\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;241;43m+\u001b[39;49m\u001b[43m \u001b[49m\u001b[43mpretrained_mod\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m+\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43m_opt.pt\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mX\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 32\u001b[0m \u001b[38;5;66;03m# Calculate loss\u001b[39;00m\n\u001b[1;32m 33\u001b[0m pred_loss\u001b[38;5;241m=\u001b[39m[]\n", + "File \u001b[0;32m/workspace/EMsFEA-net/test.py:13\u001b[0m, in \u001b[0;36mtest\u001b[0;34m(model_load_path, X, standard, device)\u001b[0m\n\u001b[1;32m 12\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mtest\u001b[39m(model_load_path, X, standard \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mFalse\u001b[39;00m, device \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m0\u001b[39m):\n\u001b[0;32m---> 13\u001b[0m model \u001b[38;5;241m=\u001b[39m \u001b[43mtorch\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mload\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmodel_load_path\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 15\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m standard:\n\u001b[1;32m 16\u001b[0m X \u001b[38;5;241m=\u001b[39m standardization(X)\n", + "File \u001b[0;32m/opt/conda/lib/python3.10/site-packages/torch/serialization.py:1014\u001b[0m, in \u001b[0;36mload\u001b[0;34m(f, map_location, pickle_module, weights_only, mmap, **pickle_load_args)\u001b[0m\n\u001b[1;32m 1012\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mRuntimeError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[1;32m 1013\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m pickle\u001b[38;5;241m.\u001b[39mUnpicklingError(UNSAFE_MESSAGE \u001b[38;5;241m+\u001b[39m \u001b[38;5;28mstr\u001b[39m(e)) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[0;32m-> 1014\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43m_load\u001b[49m\u001b[43m(\u001b[49m\u001b[43mopened_zipfile\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1015\u001b[0m \u001b[43m \u001b[49m\u001b[43mmap_location\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1016\u001b[0m \u001b[43m \u001b[49m\u001b[43mpickle_module\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1017\u001b[0m \u001b[43m \u001b[49m\u001b[43moverall_storage\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43moverall_storage\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1018\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mpickle_load_args\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1019\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m mmap:\n\u001b[1;32m 1020\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mRuntimeError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmmap can only be used with files saved with \u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[1;32m 1021\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m`torch.save(_use_new_zipfile_serialization=True), \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 1022\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mplease torch.save your checkpoint with this option in order to use mmap.\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n", + "File \u001b[0;32m/opt/conda/lib/python3.10/site-packages/torch/serialization.py:1422\u001b[0m, in \u001b[0;36m_load\u001b[0;34m(zip_file, map_location, pickle_module, pickle_file, overall_storage, **pickle_load_args)\u001b[0m\n\u001b[1;32m 1420\u001b[0m unpickler \u001b[38;5;241m=\u001b[39m UnpicklerWrapper(data_file, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mpickle_load_args)\n\u001b[1;32m 1421\u001b[0m unpickler\u001b[38;5;241m.\u001b[39mpersistent_load \u001b[38;5;241m=\u001b[39m persistent_load\n\u001b[0;32m-> 1422\u001b[0m result \u001b[38;5;241m=\u001b[39m \u001b[43munpickler\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mload\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1424\u001b[0m torch\u001b[38;5;241m.\u001b[39m_utils\u001b[38;5;241m.\u001b[39m_validate_loaded_sparse_tensors()\n\u001b[1;32m 1425\u001b[0m torch\u001b[38;5;241m.\u001b[39m_C\u001b[38;5;241m.\u001b[39m_log_api_usage_metadata(\n\u001b[1;32m 1426\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtorch.load.metadata\u001b[39m\u001b[38;5;124m\"\u001b[39m, {\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mserialization_id\u001b[39m\u001b[38;5;124m\"\u001b[39m: zip_file\u001b[38;5;241m.\u001b[39mserialization_id()}\n\u001b[1;32m 1427\u001b[0m )\n", + "File \u001b[0;32m/opt/conda/lib/python3.10/site-packages/torch/serialization.py:1392\u001b[0m, in \u001b[0;36m_load..persistent_load\u001b[0;34m(saved_id)\u001b[0m\n\u001b[1;32m 1390\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 1391\u001b[0m nbytes \u001b[38;5;241m=\u001b[39m numel \u001b[38;5;241m*\u001b[39m torch\u001b[38;5;241m.\u001b[39m_utils\u001b[38;5;241m.\u001b[39m_element_size(dtype)\n\u001b[0;32m-> 1392\u001b[0m typed_storage \u001b[38;5;241m=\u001b[39m \u001b[43mload_tensor\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdtype\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mnbytes\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mkey\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m_maybe_decode_ascii\u001b[49m\u001b[43m(\u001b[49m\u001b[43mlocation\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1394\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m typed_storage\n", + "File \u001b[0;32m/opt/conda/lib/python3.10/site-packages/torch/serialization.py:1366\u001b[0m, in \u001b[0;36m_load..load_tensor\u001b[0;34m(dtype, numel, key, location)\u001b[0m\n\u001b[1;32m 1361\u001b[0m storage\u001b[38;5;241m.\u001b[39mbyteswap(dtype)\n\u001b[1;32m 1363\u001b[0m \u001b[38;5;66;03m# TODO: Once we decide to break serialization FC, we can\u001b[39;00m\n\u001b[1;32m 1364\u001b[0m \u001b[38;5;66;03m# stop wrapping with TypedStorage\u001b[39;00m\n\u001b[1;32m 1365\u001b[0m typed_storage \u001b[38;5;241m=\u001b[39m torch\u001b[38;5;241m.\u001b[39mstorage\u001b[38;5;241m.\u001b[39mTypedStorage(\n\u001b[0;32m-> 1366\u001b[0m wrap_storage\u001b[38;5;241m=\u001b[39m\u001b[43mrestore_location\u001b[49m\u001b[43m(\u001b[49m\u001b[43mstorage\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mlocation\u001b[49m\u001b[43m)\u001b[49m,\n\u001b[1;32m 1367\u001b[0m dtype\u001b[38;5;241m=\u001b[39mdtype,\n\u001b[1;32m 1368\u001b[0m _internal\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n\u001b[1;32m 1370\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m typed_storage\u001b[38;5;241m.\u001b[39m_data_ptr() \u001b[38;5;241m!=\u001b[39m \u001b[38;5;241m0\u001b[39m:\n\u001b[1;32m 1371\u001b[0m loaded_storages[key] \u001b[38;5;241m=\u001b[39m typed_storage\n", + "File \u001b[0;32m/opt/conda/lib/python3.10/site-packages/torch/serialization.py:381\u001b[0m, in \u001b[0;36mdefault_restore_location\u001b[0;34m(storage, location)\u001b[0m\n\u001b[1;32m 379\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mdefault_restore_location\u001b[39m(storage, location):\n\u001b[1;32m 380\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m _, _, fn \u001b[38;5;129;01min\u001b[39;00m _package_registry:\n\u001b[0;32m--> 381\u001b[0m result \u001b[38;5;241m=\u001b[39m \u001b[43mfn\u001b[49m\u001b[43m(\u001b[49m\u001b[43mstorage\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mlocation\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 382\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m result \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m 383\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m result\n", + "File \u001b[0;32m/opt/conda/lib/python3.10/site-packages/torch/serialization.py:274\u001b[0m, in \u001b[0;36m_cuda_deserialize\u001b[0;34m(obj, location)\u001b[0m\n\u001b[1;32m 272\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_cuda_deserialize\u001b[39m(obj, location):\n\u001b[1;32m 273\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m location\u001b[38;5;241m.\u001b[39mstartswith(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mcuda\u001b[39m\u001b[38;5;124m'\u001b[39m):\n\u001b[0;32m--> 274\u001b[0m device \u001b[38;5;241m=\u001b[39m \u001b[43mvalidate_cuda_device\u001b[49m\u001b[43m(\u001b[49m\u001b[43mlocation\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 275\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mgetattr\u001b[39m(obj, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m_torch_load_uninitialized\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28;01mFalse\u001b[39;00m):\n\u001b[1;32m 276\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m torch\u001b[38;5;241m.\u001b[39mcuda\u001b[38;5;241m.\u001b[39mdevice(device):\n", + "File \u001b[0;32m/opt/conda/lib/python3.10/site-packages/torch/serialization.py:258\u001b[0m, in \u001b[0;36mvalidate_cuda_device\u001b[0;34m(location)\u001b[0m\n\u001b[1;32m 255\u001b[0m device \u001b[38;5;241m=\u001b[39m torch\u001b[38;5;241m.\u001b[39mcuda\u001b[38;5;241m.\u001b[39m_utils\u001b[38;5;241m.\u001b[39m_get_device_index(location, \u001b[38;5;28;01mTrue\u001b[39;00m)\n\u001b[1;32m 257\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m torch\u001b[38;5;241m.\u001b[39mcuda\u001b[38;5;241m.\u001b[39mis_available():\n\u001b[0;32m--> 258\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mRuntimeError\u001b[39;00m(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mAttempting to deserialize object on a CUDA \u001b[39m\u001b[38;5;124m'\u001b[39m\n\u001b[1;32m 259\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdevice but torch.cuda.is_available() is False. \u001b[39m\u001b[38;5;124m'\u001b[39m\n\u001b[1;32m 260\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIf you are running on a CPU-only machine, \u001b[39m\u001b[38;5;124m'\u001b[39m\n\u001b[1;32m 261\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mplease use torch.load with map_location=torch.device(\u001b[39m\u001b[38;5;130;01m\\'\u001b[39;00m\u001b[38;5;124mcpu\u001b[39m\u001b[38;5;130;01m\\'\u001b[39;00m\u001b[38;5;124m) \u001b[39m\u001b[38;5;124m'\u001b[39m\n\u001b[1;32m 262\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mto map your storages to the CPU.\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[1;32m 263\u001b[0m device_count \u001b[38;5;241m=\u001b[39m torch\u001b[38;5;241m.\u001b[39mcuda\u001b[38;5;241m.\u001b[39mdevice_count()\n\u001b[1;32m 264\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m device \u001b[38;5;241m>\u001b[39m\u001b[38;5;241m=\u001b[39m device_count:\n", + "\u001b[0;31mRuntimeError\u001b[0m: Attempting to deserialize object on a CUDA device but torch.cuda.is_available() is False. If you are running on a CPU-only machine, please use torch.load with map_location=torch.device('cpu') to map your storages to the CPU." + ] + } + ], + "source": [ + "from test import test\n", + "\n", + "import numpy as np\n", + "\n", + "import torch\n", + "import torch.nn as nn\n", + "import torch.nn.functional as F\n", + "\n", + "from utils.data_standardizer import standardization\n", + "from utils.data_loader import data_loader\n", + "\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# Load datasets\n", + "# test data select:\n", + "dataload_mod='mod3' # opt: mod1 mod2 mod3\n", + "# pretrained model select:\n", + "pretrained_mod='mod3' # opt: mod1 mod2 mod3\n", + "\n", + "dst_path='datasets/top88_'+ dataload_mod + '_xPhys_180_60.npy'\n", + "U_path='datasets/top88_'+ dataload_mod + '_u_180_60.npy'\n", + "global_density, global_displace, coarse_density, coarse_displace, fine_displace = data_loader(dst_path, U_path)\n", + "X = np.hstack((coarse_density[:,:] , coarse_displace[:,:,0] , coarse_displace[:,:,1]))\n", + "Y = fine_displace[:,:]\n", + "\n", + "# Set loss function\n", + "loss_function = nn.MSELoss()\n", + "\n", + "# Predict \n", + "pred = test('checkpoints/ANN_' + pretrained_mod + '_opt.pt', X)\n", + "\n", + "# Calculate loss\n", + "pred_loss=[]\n", + "device = f'cuda:{0}' if torch.cuda.is_available() else 'cpu'\n", + "Y = torch.from_numpy(Y).type(torch.float32).to(device)\n", + "for i in range(pred.shape[0]):\n", + " pred_loss.append(loss_function(pred[i,:],Y[i,:]).item())\n", + "\n", + "print('Total loss: '+ str(loss_function(pred,Y).item()))\n", + "\n", + "# Plot \n", + "plt.plot(range(pred.shape[0]),pred_loss)\n", + "plt.ylabel('Loss')\n", + "plt.xlabel('Coarse mesh id')\n", + "plt.title(\"Linear graph\") \n", + "plt.show()\n", + "\n", + "loss_metrix = np.asarray(pred_loss)\n", + "loss_metrix = loss_metrix.reshape(int(60/5), int(180/5))\n", + "plt.matshow(loss_metrix)\n", + "plt.title(\"Show loss value in grid\") \n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a2946a86-77ac-466f-8869-aa91f5e2602c", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "base", + "language": "python", + "name": "base" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.13" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}