890 lines
409 KiB
890 lines
409 KiB
{
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|
"cells": [
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{
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"cell_type": "markdown",
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"id": "76d6a02c",
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"metadata": {},
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"source": [
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"## test.py可视化"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"id": "aef142c9-a3d0-408c-a87f-695167d49dea",
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"metadata": {
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"tags": []
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"(61, 181, 2)\n",
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"(60, 180)\n",
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"(432, 25)\n",
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"(432, 4, 2)\n",
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"(432, 72)\n",
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"Total loss: 0.03841373324394226\n"
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]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
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]
|
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},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
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},
|
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{
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"data": {
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1440x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"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": "markdown",
|
|
"id": "00fa1673",
|
|
"metadata": {},
|
|
"source": [
|
|
"## 拓扑优化 88"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 2,
|
|
"id": "5afed322",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
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" [ 4.41893982e+00 -6.35910923e+02]\n",
|
|
" [ 2.24151900e+00 -6.36129265e+02]\n",
|
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" [ 8.08273712e+00 -6.36132893e+02]\n",
|
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" [ 1.88660246e+01 -6.35816685e+02]\n",
|
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" [ 3.21061645e+01 -6.35191385e+02]\n",
|
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" [ 4.66247131e+01 -6.34287696e+02]\n",
|
|
" [ 6.18366974e+01 -6.33148967e+02]]\n",
|
|
"\n",
|
|
" [[-6.40648721e+01 -6.15414573e+02]\n",
|
|
" [-4.72101043e+01 -6.16588549e+02]\n",
|
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" [-3.09557561e+01 -6.17587913e+02]\n",
|
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" [-1.59363944e+01 -6.18421796e+02]\n",
|
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" [-3.30225504e+00 -6.19102560e+02]\n",
|
|
" [ 4.52279539e+00 -6.19655729e+02]\n",
|
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" [ 4.23749937e+00 -6.20142767e+02]\n",
|
|
" [ 3.22709892e+00 -6.20495676e+02]\n",
|
|
" [ 9.70768454e+00 -6.20483358e+02]\n",
|
|
" [ 2.10489381e+01 -6.20134426e+02]\n",
|
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" [ 3.49305362e+01 -6.19484624e+02]\n",
|
|
" [ 5.01511861e+01 -6.18557524e+02]\n",
|
|
" [ 6.60592733e+01 -6.17382111e+02]]\n",
|
|
"\n",
|
|
" [[-6.84001624e+01 -5.98069916e+02]\n",
|
|
" [-5.08693587e+01 -5.99301252e+02]\n",
|
|
" [-3.39956187e+01 -6.00351518e+02]\n",
|
|
" [-1.84036094e+01 -6.01274044e+02]\n",
|
|
" [-5.20175074e+00 -6.02114303e+02]\n",
|
|
" [ 3.33980332e+00 -6.02915669e+02]\n",
|
|
" [ 4.12743015e+00 -6.03690921e+02]\n",
|
|
" [ 4.08370427e+00 -6.04151050e+02]\n",
|
|
" [ 1.11985118e+01 -6.04121627e+02]\n",
|
|
" [ 2.31600374e+01 -6.03739159e+02]\n",
|
|
" [ 3.77573257e+01 -6.03061861e+02]\n",
|
|
" [ 5.37631038e+01 -6.02105300e+02]\n",
|
|
" [ 7.04649927e+01 -6.00882928e+02]]\n",
|
|
"\n",
|
|
" [[-7.29640389e+01 -5.79934639e+02]\n",
|
|
" [-5.46263321e+01 -5.81217514e+02]\n",
|
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" [-3.70528349e+01 -5.82320068e+02]\n",
|
|
" [-2.08196609e+01 -5.83337894e+02]\n",
|
|
" [-6.95927686e+00 -5.84339226e+02]\n",
|
|
" [ 2.36840099e+00 -5.85369372e+02]\n",
|
|
" [ 4.09775224e+00 -5.86399448e+02]\n",
|
|
" [ 4.83512942e+00 -5.86956767e+02]\n",
|
|
" [ 1.25607683e+01 -5.86911068e+02]\n",
|
|
" [ 2.51971419e+01 -5.86497090e+02]\n",
|
|
" [ 4.05923647e+01 -5.85794384e+02]\n",
|
|
" [ 5.74739612e+01 -5.84810605e+02]\n",
|
|
" [ 7.50719812e+01 -5.83543274e+02]]\n",
|
|
"\n",
|
|
" [[-7.77067274e+01 -5.60862589e+02]\n",
|
|
" [-5.84718329e+01 -5.62183819e+02]\n",
|
|
" [-4.01598960e+01 -5.63333756e+02]\n",
|
|
" [-2.32478535e+01 -5.64441268e+02]\n",
|
|
" [-8.64617079e+00 -5.65591982e+02]\n",
|
|
" [ 1.56117036e+00 -5.66831687e+02]\n",
|
|
" [ 4.17108852e+00 -5.68107260e+02]\n",
|
|
" [ 5.52615238e+00 -5.68778052e+02]\n",
|
|
" [ 1.38224054e+01 -5.68725982e+02]\n",
|
|
" [ 2.71661189e+01 -5.68284867e+02]\n",
|
|
" [ 4.34239347e+01 -5.67561327e+02]\n",
|
|
" [ 6.12620742e+01 -5.66557658e+02]\n",
|
|
" [ 7.98526166e+01 -5.65256136e+02]]\n",
|
|
"\n",
|
|
" [[-8.25513670e+01 -5.40762957e+02]\n",
|
|
" [-6.23904894e+01 -5.42104216e+02]\n",
|
|
" [-4.33508036e+01 -5.43289962e+02]\n",
|
|
" [-2.57599266e+01 -5.44465059e+02]\n",
|
|
" [-1.03597046e+01 -5.45729255e+02]\n",
|
|
" [ 8.50554576e-01 -5.47147744e+02]\n",
|
|
" [ 4.36843217e+00 -5.48673731e+02]\n",
|
|
" [ 6.23223659e+00 -5.49497947e+02]\n",
|
|
" [ 1.50344071e+01 -5.49466782e+02]\n",
|
|
" [ 2.90862042e+01 -5.49008020e+02]\n",
|
|
" [ 4.62452883e+01 -5.48266214e+02]\n",
|
|
" [ 6.50982909e+01 -5.47246960e+02]\n",
|
|
" [ 8.47609178e+01 -5.45920951e+02]]\n",
|
|
"\n",
|
|
" [[-8.74038777e+01 -5.19621389e+02]\n",
|
|
" [-6.63586096e+01 -5.20959422e+02]\n",
|
|
" [-4.66520323e+01 -5.22162186e+02]\n",
|
|
" [-2.84227794e+01 -5.23374731e+02]\n",
|
|
" [-1.22134743e+01 -5.24702341e+02]\n",
|
|
" [ 1.18638148e-01 -5.26237471e+02]\n",
|
|
" [ 4.70572635e+00 -5.27997921e+02]\n",
|
|
" [ 7.05452381e+00 -5.29036934e+02]\n",
|
|
" [ 1.62717556e+01 -5.29068166e+02]\n",
|
|
" [ 3.10004967e+01 -5.28602145e+02]\n",
|
|
" [ 4.90734765e+01 -5.27839455e+02]\n",
|
|
" [ 6.89745055e+01 -5.26801602e+02]\n",
|
|
" [ 8.97650283e+01 -5.25453613e+02]]\n",
|
|
"\n",
|
|
" [[-9.21601401e+01 -4.97503563e+02]\n",
|
|
" [-7.03352320e+01 -4.98812961e+02]\n",
|
|
" [-5.00683977e+01 -5.00011816e+02]\n",
|
|
" [-3.12895911e+01 -5.01234065e+02]\n",
|
|
" [-1.43253601e+01 -5.02579800e+02]\n",
|
|
" [-8.14991836e-01 -5.04157754e+02]\n",
|
|
" [ 5.16482998e+00 -5.06077290e+02]\n",
|
|
" [ 8.09940657e+00 -5.07372276e+02]\n",
|
|
" [ 1.76342370e+01 -5.07500654e+02]\n",
|
|
" [ 3.29819600e+01 -5.07029806e+02]\n",
|
|
" [ 5.19558451e+01 -5.06237102e+02]\n",
|
|
" [ 7.29111566e+01 -5.05171325e+02]\n",
|
|
" [ 9.48539665e+01 -5.03798571e+02]]\n",
|
|
"\n",
|
|
" [[-9.67257368e+01 -4.74533623e+02]\n",
|
|
" [-7.42712911e+01 -4.75796506e+02]\n",
|
|
" [-5.35926560e+01 -4.76979137e+02]\n",
|
|
" [-3.43978807e+01 -4.78196722e+02]\n",
|
|
" [-1.67912358e+01 -4.79535484e+02]\n",
|
|
" [-2.13851388e+00 -4.81102313e+02]\n",
|
|
" [ 5.61503874e+00 -4.83048304e+02]\n",
|
|
" [ 9.44938706e+00 -4.84537506e+02]\n",
|
|
" [ 1.92490917e+01 -4.84763386e+02]\n",
|
|
" [ 3.51336912e+01 -4.84280024e+02]\n",
|
|
" [ 5.49630728e+01 -4.83446441e+02]\n",
|
|
" [ 7.69441288e+01 -4.82343380e+02]\n",
|
|
" [ 1.00019016e+02 -4.80944411e+02]]\n",
|
|
"\n",
|
|
" [[-1.01063413e+02 -4.50852244e+02]\n",
|
|
" [-7.81510626e+01 -4.52071715e+02]\n",
|
|
" [-5.72371931e+01 -4.53234215e+02]\n",
|
|
" [-3.77825930e+01 -4.54434039e+02]\n",
|
|
" [-1.96765153e+01 -4.55742659e+02]\n",
|
|
" [-3.98812843e+00 -4.57251176e+02]\n",
|
|
" [ 5.80285567e+00 -4.59087353e+02]\n",
|
|
" [ 1.11150934e+01 -4.60605159e+02]\n",
|
|
" [ 2.12628290e+01 -4.60880197e+02]\n",
|
|
" [ 3.75791264e+01 -4.60378924e+02]\n",
|
|
" [ 5.81711182e+01 -4.59503577e+02]\n",
|
|
" [ 8.11024266e+01 -4.58362046e+02]\n",
|
|
" [ 1.05229415e+02 -4.56944642e+02]]\n",
|
|
"\n",
|
|
" [[-1.05246821e+02 -4.26575768e+02]\n",
|
|
" [-8.20317777e+01 -4.27770927e+02]\n",
|
|
" [-6.10463605e+01 -4.28910522e+02]\n",
|
|
" [-4.14787489e+01 -4.30069806e+02]\n",
|
|
" [-2.30157994e+01 -4.31307052e+02]\n",
|
|
" [-6.44200798e+00 -4.32681598e+02]\n",
|
|
" [ 5.45098639e+00 -4.34265199e+02]\n",
|
|
" [ 1.29909909e+01 -4.35636612e+02]\n",
|
|
" [ 2.37880132e+01 -4.35938279e+02]\n",
|
|
" [ 4.04258495e+01 -4.35431775e+02]\n",
|
|
" [ 6.16318998e+01 -4.34523832e+02]\n",
|
|
" [ 8.53819782e+01 -4.33350287e+02]\n",
|
|
" [ 1.10414564e+02 -4.31930492e+02]]\n",
|
|
"\n",
|
|
" [[-1.09373359e+02 -4.01793112e+02]\n",
|
|
" [-8.59916840e+01 -4.02982765e+02]\n",
|
|
" [-6.50693369e+01 -4.04096348e+02]\n",
|
|
" [-4.55040257e+01 -4.05185323e+02]\n",
|
|
" [-2.67991131e+01 -4.06299779e+02]\n",
|
|
" [-9.49742390e+00 -4.07466989e+02]\n",
|
|
" [ 4.39337116e+00 -4.08686993e+02]\n",
|
|
" [ 1.47969028e+01 -4.09755036e+02]\n",
|
|
" [ 2.68260576e+01 -4.10086317e+02]\n",
|
|
" [ 4.37304676e+01 -4.09629619e+02]\n",
|
|
" [ 6.53632546e+01 -4.08703702e+02]\n",
|
|
" [ 8.97581897e+01 -4.07504672e+02]\n",
|
|
" [ 1.15506976e+02 -4.06091487e+02]]\n",
|
|
"\n",
|
|
" [[-1.13525369e+02 -3.76562325e+02]\n",
|
|
" [-9.01080140e+01 -3.77757809e+02]\n",
|
|
" [-6.93481883e+01 -3.78838698e+02]\n",
|
|
" [-4.98445239e+01 -3.79833867e+02]\n",
|
|
" [-3.09517920e+01 -3.80789354e+02]\n",
|
|
" [-1.30261170e+01 -3.81706568e+02]\n",
|
|
" [ 2.69385497e+00 -3.82552244e+02]\n",
|
|
" [ 1.61217424e+01 -3.83279490e+02]\n",
|
|
" [ 3.01172550e+01 -3.83577443e+02]\n",
|
|
" [ 4.74866937e+01 -3.83193960e+02]\n",
|
|
" [ 6.93718513e+01 -3.82267223e+02]\n",
|
|
" [ 9.42300979e+01 -3.81046271e+02]\n",
|
|
" [ 1.20520965e+02 -3.79628801e+02]]\n",
|
|
"\n",
|
|
" [[-1.17771594e+02 -3.50914022e+02]\n",
|
|
" [-9.44510772e+01 -3.52112736e+02]\n",
|
|
" [-7.39106490e+01 -3.53132219e+02]\n",
|
|
" [-5.44657950e+01 -3.54002705e+02]\n",
|
|
" [-3.53580462e+01 -3.54783006e+02]\n",
|
|
" [-1.67774956e+01 -3.55462134e+02]\n",
|
|
" [ 5.82665359e-01 -3.56012156e+02]\n",
|
|
" [ 1.67038097e+01 -3.56463485e+02]\n",
|
|
" [ 3.31221339e+01 -3.56668938e+02]\n",
|
|
" [ 5.15251898e+01 -3.56328704e+02]\n",
|
|
" [ 7.36460457e+01 -3.55411037e+02]\n",
|
|
" [ 9.88381417e+01 -3.54151977e+02]\n",
|
|
" [ 1.25584867e+02 -3.52687584e+02]]\n",
|
|
"\n",
|
|
" [[-1.22190670e+02 -3.24838502e+02]\n",
|
|
" [-9.90661381e+01 -3.26026238e+02]\n",
|
|
" [-7.87180372e+01 -3.26958626e+02]\n",
|
|
" [-5.92507604e+01 -3.27678238e+02]\n",
|
|
" [-3.98158670e+01 -3.28284588e+02]\n",
|
|
" [-2.04863062e+01 -3.28791018e+02]\n",
|
|
" [-1.70617798e+00 -3.29167779e+02]\n",
|
|
" [ 1.65394840e+01 -3.29432453e+02]\n",
|
|
" [ 3.53407821e+01 -3.29521960e+02]\n",
|
|
" [ 5.54239275e+01 -3.29174395e+02]\n",
|
|
" [ 7.81279309e+01 -3.28223926e+02]\n",
|
|
" [ 1.03699468e+02 -3.26861086e+02]\n",
|
|
" [ 1.30971677e+02 -3.25259762e+02]]\n",
|
|
"\n",
|
|
" [[-1.26740313e+02 -2.98330420e+02]\n",
|
|
" [-1.03913422e+02 -2.99459041e+02]\n",
|
|
" [-8.36847411e+01 -3.00259941e+02]\n",
|
|
" [-6.40173599e+01 -3.00807145e+02]\n",
|
|
" [-4.41379055e+01 -3.01231754e+02]\n",
|
|
" [-2.40794717e+01 -3.01560805e+02]\n",
|
|
" [-4.11225819e+00 -3.01773761e+02]\n",
|
|
" [ 1.57821092e+01 -3.01888115e+02]\n",
|
|
" [ 3.66413140e+01 -3.01879604e+02]\n",
|
|
" [ 5.87975276e+01 -3.01497623e+02]\n",
|
|
" [ 8.27594571e+01 -3.00492522e+02]\n",
|
|
" [ 1.09050236e+02 -2.98963866e+02]\n",
|
|
" [ 1.37128434e+02 -2.97107352e+02]]\n",
|
|
"\n",
|
|
" [[-1.31337939e+02 -2.71322523e+02]\n",
|
|
" [-1.08950530e+02 -2.72285305e+02]\n",
|
|
" [-8.86939697e+01 -2.72878575e+02]\n",
|
|
" [-6.86577740e+01 -2.73200018e+02]\n",
|
|
" [-4.83354579e+01 -2.73377253e+02]\n",
|
|
" [-2.76300515e+01 -2.73458644e+02]\n",
|
|
" [-6.68957626e+00 -2.73420581e+02]\n",
|
|
" [ 1.45443544e+01 -2.73274396e+02]\n",
|
|
" [ 3.71549078e+01 -2.73068679e+02]\n",
|
|
" [ 6.14704289e+01 -2.72599556e+02]\n",
|
|
" [ 8.74427156e+01 -2.71595687e+02]\n",
|
|
" [ 1.15123350e+02 -2.69966812e+02]\n",
|
|
" [ 1.44480477e+02 -2.67818140e+02]]\n",
|
|
"\n",
|
|
" [[-1.35944751e+02 -2.43635869e+02]\n",
|
|
" [-1.14110651e+02 -2.44252219e+02]\n",
|
|
" [-9.36897254e+01 -2.44515596e+02]\n",
|
|
" [-7.32411059e+01 -2.44511152e+02]\n",
|
|
" [-5.25480068e+01 -2.44304218e+02]\n",
|
|
" [-3.12944439e+01 -2.44001351e+02]\n",
|
|
" [-9.54762037e+00 -2.43554376e+02]\n",
|
|
" [ 1.28379615e+01 -2.42949258e+02]\n",
|
|
" [ 3.69964350e+01 -2.42339955e+02]\n",
|
|
" [ 6.33814064e+01 -2.41691071e+02]\n",
|
|
" [ 9.17671684e+01 -2.40753438e+02]\n",
|
|
" [ 1.21648570e+02 -2.39223256e+02]\n",
|
|
" [ 1.52867826e+02 -2.37004832e+02]]\n",
|
|
"\n",
|
|
" [[-1.40477281e+02 -2.15027699e+02]\n",
|
|
" [-1.19314000e+02 -2.14987188e+02]\n",
|
|
" [-9.87687436e+01 -2.14714291e+02]\n",
|
|
" [-7.79759537e+01 -2.14228940e+02]\n",
|
|
" [-5.69240113e+01 -2.13505515e+02]\n",
|
|
" [-3.52608449e+01 -2.12611109e+02]\n",
|
|
" [-1.27899116e+01 -2.11551795e+02]\n",
|
|
" [ 1.06530129e+01 -2.10340801e+02]\n",
|
|
" [ 3.62490301e+01 -2.09247470e+02]\n",
|
|
" [ 6.44876096e+01 -2.08378260e+02]\n",
|
|
" [ 9.51636355e+01 -2.07531031e+02]\n",
|
|
" [ 1.27573953e+02 -2.06280536e+02]\n",
|
|
" [ 1.61055685e+02 -2.04352903e+02]]\n",
|
|
"\n",
|
|
" [[-1.44818034e+02 -1.85228363e+02]\n",
|
|
" [-1.24505606e+02 -1.84090889e+02]\n",
|
|
" [-1.04066568e+02 -1.82952918e+02]\n",
|
|
" [-8.30411525e+01 -1.81737560e+02]\n",
|
|
" [-6.17113739e+01 -1.80276410e+02]\n",
|
|
" [-3.96706060e+01 -1.78633817e+02]\n",
|
|
" [-1.64171512e+01 -1.76920073e+02]\n",
|
|
" [ 8.08630521e+00 -1.75121097e+02]\n",
|
|
" [ 3.50515362e+01 -1.73633848e+02]\n",
|
|
" [ 6.48355254e+01 -1.72627590e+02]\n",
|
|
" [ 9.73868858e+01 -1.71924902e+02]\n",
|
|
" [ 1.32139957e+02 -1.71046477e+02]\n",
|
|
" [ 1.67967767e+02 -1.69557762e+02]]\n",
|
|
"\n",
|
|
" [[-1.48738492e+02 -1.54253342e+02]\n",
|
|
" [-1.29557573e+02 -1.51497817e+02]\n",
|
|
" [-1.09416730e+02 -1.49230600e+02]\n",
|
|
" [-8.82555861e+01 -1.47115187e+02]\n",
|
|
" [-6.67033361e+01 -1.44747265e+02]\n",
|
|
" [-4.41588386e+01 -1.42269564e+02]\n",
|
|
" [-2.01186681e+01 -1.39844177e+02]\n",
|
|
" [ 5.48735518e+00 -1.37515565e+02]\n",
|
|
" [ 3.36408497e+01 -1.35676049e+02]\n",
|
|
" [ 6.45325380e+01 -1.34520695e+02]\n",
|
|
" [ 9.84909371e+01 -1.34038825e+02]\n",
|
|
" [ 1.35270244e+02 -1.33601548e+02]\n",
|
|
" [ 1.73381859e+02 -1.32629078e+02]]\n",
|
|
"\n",
|
|
" [[-1.52713191e+02 -1.21495855e+02]\n",
|
|
" [-1.34335890e+02 -1.17407379e+02]\n",
|
|
" [-1.14484808e+02 -1.13966040e+02]\n",
|
|
" [-9.33208214e+01 -1.10843970e+02]\n",
|
|
" [-7.13392896e+01 -1.07660933e+02]\n",
|
|
" [-4.80283040e+01 -1.04511097e+02]\n",
|
|
" [-2.31389388e+01 -1.01491182e+02]\n",
|
|
" [ 3.50680414e+00 -9.87248217e+01]\n",
|
|
" [ 3.25136008e+01 -9.64529907e+01]\n",
|
|
" [ 6.39922742e+01 -9.48307846e+01]\n",
|
|
" [ 9.85057173e+01 -9.41137862e+01]\n",
|
|
" [ 1.36887690e+02 -9.41883733e+01]\n",
|
|
" [ 1.77513749e+02 -9.34978455e+01]]\n",
|
|
"\n",
|
|
" [[-1.57887388e+02 -8.62528954e+01]\n",
|
|
" [-1.38755782e+02 -8.24988663e+01]\n",
|
|
" [-1.18813840e+02 -7.84494676e+01]\n",
|
|
" [-9.74076621e+01 -7.47266759e+01]\n",
|
|
" [-7.45378295e+01 -7.12168503e+01]\n",
|
|
" [-5.02699646e+01 -6.77616709e+01]\n",
|
|
" [-2.45436756e+01 -6.44069960e+01]\n",
|
|
" [ 2.82224410e+00 -6.11777242e+01]\n",
|
|
" [ 3.22786555e+01 -5.82047961e+01]\n",
|
|
" [ 6.39638528e+01 -5.54714552e+01]\n",
|
|
" [ 9.83845218e+01 -5.30979229e+01]\n",
|
|
" [ 1.36762723e+02 -5.17637568e+01]\n",
|
|
" [ 1.81037185e+02 -5.20647500e+01]]\n",
|
|
"\n",
|
|
" [[-1.61848658e+02 -5.27013659e+01]\n",
|
|
" [-1.42355418e+02 -4.87736600e+01]\n",
|
|
" [-1.21828277e+02 -4.52016750e+01]\n",
|
|
" [-9.94443582e+01 -4.22256448e+01]\n",
|
|
" [-7.54489677e+01 -3.93845421e+01]\n",
|
|
" [-5.04016634e+01 -3.61803731e+01]\n",
|
|
" [-2.41648979e+01 -3.25701250e+01]\n",
|
|
" [ 3.50117751e+00 -2.85215680e+01]\n",
|
|
" [ 3.31246417e+01 -2.42557769e+01]\n",
|
|
" [ 6.49279028e+01 -1.96182517e+01]\n",
|
|
" [ 9.93655574e+01 -1.42942295e+01]\n",
|
|
" [ 1.37484856e+02 -7.95359408e+00]\n",
|
|
" [ 1.83656879e+02 0.00000000e+00]]]\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Press any key...\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"from utils.topopt_88 import top88\n",
|
|
"\n",
|
|
"# Default input parameters\n",
|
|
"mod_idx='test1'\n",
|
|
"nelx=36\n",
|
|
"nely=12\n",
|
|
"volfrac=0.4\n",
|
|
"rmin=5.4\n",
|
|
"penal=3.0\n",
|
|
"ft=1 # ft==0 -> sens, ft==1 -> dens\n",
|
|
"\n",
|
|
"top88(nelx,nely,volfrac,penal,rmin,ft,mod_idx)\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "a8f10f7c",
|
|
"metadata": {},
|
|
"source": [
|
|
"## 检查数据编号顺序"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 4,
|
|
"id": "a2946a86-77ac-466f-8869-aa91f5e2602c",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"(13, 37, 2)\n",
|
|
"(12, 36)\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"import numpy as np\n",
|
|
"mod_idx='test1'\n",
|
|
"nelx=36\n",
|
|
"nely=12\n",
|
|
"global_density = np.load('results/top88_' + mod_idx + '_xPhys_' + str(nelx) + '_' + str(nely) + '.npy')\n",
|
|
"global_displace = np.load('results/top88_' + mod_idx + '_u_' + str(nelx) + '_' + str(nely) + '.npy')\n",
|
|
"global_displace = global_displace.reshape(nelx+1,nely+1,2)\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"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"id": "9178f774",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
|
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
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"image/png": 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",
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
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},
|
|
{
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"data": {
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"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,nely+1,nelx+1,'u')\n",
|
|
"surf_plot(global_displace,nely+1,nelx+1,'v')\n",
|
|
"surf_plot(global_displace,nely+1,nelx+1,'sqrt')\n"
|
|
]
|
|
}
|
|
],
|
|
"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
|
|
}
|
|
|