{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "qT_RWmTEugu9" }, "source": [ "# Supervised training for RANS flows around airfoils\n", "\n", "## Overview \n", "\n", "For this example of supervised training\n", "we have a turbulent airflow around wing profiles, and we'd like to know the average motion\n", "and pressure distribution around this airfoil for different Reynolds numbers and angles of attack.\n", "Thus, given an airfoil shape, Reynolds numbers, and angle of attack, we'd like to obtain\n", "a velocity field and a pressure field around the airfoil.\n", "\n", "This is classically approximated with _Reynolds-Averaged Navier Stokes_ (RANS) models, and this\n", "setting is still one of the most widely used applications of Navier-Stokes solver in industry.\n", "However, instead of relying on traditional numerical methods to solve the RANS equations,\n", "we now aim for training a surrogate model via a neural network that completely bypasses the numerical solver,\n", "and produces the solution in terms of velocity and pressure.\n", "[[run in colab]](https://colab.research.google.com/github/tum-pbs/pbdl-book/blob/main/supervised-airfoils.ipynb)\n" ] }, { "cell_type": "markdown", "metadata": { "id": "2ZaC0_MdJMTH" }, "source": [ "## Formulation\n", "\n", "\n", "With the supervised formulation from {doc}`supervised`, our learning task is pretty straight-forward, and can be written as \n", "\n", "$$\\begin{aligned}\n", "\\text{arg min}_{\\theta} \\sum_i ( f(x_i ; \\theta)-y^*_i )^2 ,\n", "\\end{aligned}$$\n", "\n", "where $x$ and $y^*$ each consist of a set of physical fields,\n", "and the index $i$ evaluates the difference across all discretization points in our data sets.\n", "\n", "The goal is to infer velocity $\\mathbf{u} = u_x,u_y$ and a pressure field $p$ in a computational domain $\\Omega$\n", "around the airfoil in the center of $\\Omega$. \n", "$u_x,u_y$ and $p$ each have a dimension of $128^2$.\n", "As inputs we have the Reynolds number $\\text{Re} \\in \\mathbb{R}$, the angle of attack\n", "$\\alpha \\in \\mathbb{R}$, and the airfoil shape $\\mathbf{s}$ encoded as a rasterized grid with $128^2$.\n", "Both constant, scalar inputs $\\text{Re}$ and $\\alpha$ are likewise extended to a size of $128^2$.\n", "Thus, put together, both input and output have the same dimensions: $x,y^* \\in \\mathbb{R}^{3\\times128\\times128}$.\n", "This is exactly what we'll specify as input and output dimensions for the NN below.\n", "\n", "A point to keep in mind here is that our quantities of interest in $y^*$ contain three different physical fields. While the two velocity components are quite similar in spirit, the pressure field typically has a different behavior with an approximately squared scaling with respect to the velocity (cf. [Bernoulli](https://en.wikipedia.org/wiki/Bernoulli%27s_principle)). This implies that we need to be careful with simple summations (as in the minimization problem above), and that we should take care to normalize the data.\n" ] }, { "cell_type": "markdown", "metadata": { "id": "ewKoLbFCJMTJ" }, "source": [ "## Code coming up...\n", "\n", "Let's get started with the implementation. Note that we'll skip the data generation process here. The code below is adapted from {cite}`thuerey2020dfp` and [this codebase](https://github.com/thunil/Deep-Flow-Prediction), which you can check out for details. Here, we'll simply download a small set of training data generated with a Spalart-Almaras RANS simulation in [OpenFOAM](https://openfoam.org/)." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "JwZudtWauiGa", "outputId": "802dc68e-ac0d-4a0e-ffb0-30153433b98b" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Torch version 1.8.1+cu101\n", "Downloading training data (300MB), this can take a few minutes the first time...\n", "Loaded data, 320 training, 80 validation samples\n", "Size of the inputs array: (320, 3, 128, 128)\n" ] } ], "source": [ "import numpy as np\n", "import os.path, random\n", "import torch\n", "from torch.utils.data import Dataset\n", "print(\"Torch version {}\".format(torch.__version__))\n", "\n", "# get training data\n", "dir = \"./\"\n", "if True:\n", " # download\n", " if not os.path.isfile('data-airfoils.npz'):\n", " import requests\n", " print(\"Downloading training data (300MB), this can take a few minutes the first time...\")\n", " with open(\"data-airfoils.npz\", 'wb') as datafile:\n", " resp = requests.get('https://dataserv.ub.tum.de/s/m1615239/download?path=%2F&files=dfp-data-400.npz', verify=False)\n", " datafile.write(resp.content)\n", "else: \n", " # alternative: load from google drive (upload there beforehand):\n", " from google.colab import drive\n", " drive.mount('/content/gdrive')\n", " dir = \"./gdrive/My Drive/\"\n", "\n", "npfile=np.load(dir+'data-airfoils.npz')\n", " \n", "print(\"Loaded data, {} training, {} validation samples\".format(len(npfile[\"inputs\"]),len(npfile[\"vinputs\"])))\n", "\n", "print(\"Size of the inputs array: \"+format(npfile[\"inputs\"].shape))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you run this notebook in colab, the `else` statement above (which is deactivated by default) might be interesting for you: instead of downloading the training data anew every time, you can manually download it once and store it in your google drive. We assume it's stored in the root directory as `data-airfoils.npz`. Afterwards, you can use the code above to load the file from your google drive, which is typically much faster. This is highly recommended if you want to experiment more extensively via colab." ] }, { "cell_type": "markdown", "metadata": { "id": "RY1F4kdWPLNG" }, "source": [ "## RANS training data\n", "\n", "Now we have some training data. In general it's very important to understand the data we're working with as much as possible (for any ML task the _garbage-in-gargabe-out_ principle definitely holds). We should at least understand the data in terms of dimensions and rough statistics, but ideally also in terms of content. Otherwise we'll have a very hard time interpreting the results of a training run. And despite all the DL magic: if you can't make out any patterns in your data, NNs surely won't find any useful ones.\n", "\n", "Hence, let's look at one of the training samples... The following is just some helper code to show images side by side." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 353 }, "id": "6y6YGxMeNECD", "outputId": "91a5b3c7-4b87-4e31-d6e8-105d09d08f7e" }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light", "tags": [] }, "output_type": "display_data" } ], "source": [ "import pylab\n", "\n", "# helper to show three target channels: normalized, with colormap, side by side\n", "def showSbs(a1,a2, stats=False, bottom=\"NN Output\", top=\"Reference\", title=None): \n", " c=[]\n", " for i in range(3):\n", " b = np.flipud( np.concatenate((a2[i],a1[i]),axis=1).transpose())\n", " min, mean, max = np.min(b), np.mean(b), np.max(b); \n", " if stats: print(\"Stats %d: \"%i + format([min,mean,max]))\n", " b -= min; b /= (max-min)\n", " c.append(b)\n", " fig, axes = pylab.subplots(1, 1, figsize=(16, 5))\n", " axes.set_xticks([]); axes.set_yticks([]); \n", " im = axes.imshow(np.concatenate(c,axis=1), origin='upper', cmap='magma')\n", "\n", " pylab.colorbar(im); pylab.xlabel('p, ux, uy'); pylab.ylabel('%s %s'%(bottom,top))\n", " if title is not None: pylab.title(title)\n", "\n", "NUM=72\n", "showSbs(npfile[\"inputs\"][NUM],npfile[\"targets\"][NUM], stats=False, bottom=\"Target Output\", top=\"Inputs\", title=\"3 inputs are shown at the top (mask, in-ux, in-uy), with the 3 output channels (p,ux,uy) at the bottom\")\n" ] }, { "cell_type": "markdown", "metadata": { "id": "TVHhr8zCPUfN" }, "source": [ "Next, let's define a small helper class `DfpDataset` to organize inputs and targets. We'll transfer the corresponding data to the pytorch `DataLoader` class. \n", "\n", "We also set up some globals to control training parameters, maybe most importantly: the learning rate `LR`, i.e. $\\eta$ from the previous setions. When your training run doesn't converge this is the first parameter to experiment with.\n", "\n", "Here, we'll keep it relatively small throughout. (Using _learning rate decay_ would be better, i.e. potentially give an improed convergence, but is omitted here for clarity.) " ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "BGN4GqxkIueM", "outputId": "b97ce299-8c12-402a-d90a-c583224c8971" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Training & validation batches: 32 , 8\n" ] } ], "source": [ "# some global training constants\n", "\n", "# number of training epochs\n", "EPOCHS = 100\n", "# batch size\n", "BATCH_SIZE = 10\n", "# learning rate\n", "LR = 0.00002\n", "\n", "class DfpDataset():\n", " def __init__(self, inputs,targets): \n", " self.inputs = inputs\n", " self.targets = targets\n", "\n", " def __len__(self):\n", " return len(self.inputs)\n", "\n", " def __getitem__(self, idx):\n", " return self.inputs[idx], self.targets[idx]\n", "\n", "tdata = DfpDataset(npfile[\"inputs\"],npfile[\"targets\"])\n", "vdata = DfpDataset(npfile[\"vinputs\"],npfile[\"vtargets\"])\n", "\n", "trainLoader = torch.utils.data.DataLoader(tdata, batch_size=BATCH_SIZE, shuffle=True , drop_last=True) \n", "valiLoader = torch.utils.data.DataLoader(vdata, batch_size=BATCH_SIZE, shuffle=False, drop_last=True) \n", "\n", "print(\"Training & validation batches: {} , {}\".format(len(trainLoader),len(valiLoader) ))" ] }, { "cell_type": "markdown", "metadata": { "id": "9ys7KZu_P5NB" }, "source": [ "## Network setup\n", "\n", "Now we can set up the architecture of our neural network, we'll use a fully convolutional U-net. This is a widely used architecture that uses a stack of convolutions across different spatial resolutions. The main deviation from a regular conv-net is to introduce _skip connection_ from the encoder to the decoder part. This ensures that no information is lost during feature extraction. (Note that this only works if the network is to be used as a whole. It doesn't work in situations where we'd, e.g., want to use the decoder as a standalone component.)\n", "\n", "Here's a overview of the architecure:\n", "\n", "![An overview of the U-net we're using for this learning task](resources/supervised-airfoils-unet.jpg)\n", "\n", "First, we'll define a helper to set up a convolutional block in the network, `blockUNet`. Note, we don't use any pooling! Instead we use strides and transpose convolutions (these need to be symmetric for the decoder part, i.e. have an uneven kernel size), following [best practices](https://distill.pub/2016/deconv-checkerboard/). The full pytroch neural network is managed via the `DfpNet` class." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "id": "PVNjz4FjGhdY" }, "outputs": [], "source": [ "import os, sys, random\n", "import numpy as np\n", "\n", "import torch\n", "import torch.nn as nn\n", "import torch.optim as optim\n", "import torch.autograd \n", "import torch.utils.data \n", "\n", "def blockUNet(in_c, out_c, name, transposed=False, bn=True, relu=True, size=4, pad=1, dropout=0.):\n", " block = nn.Sequential()\n", "\n", " if relu:\n", " block.add_module('%s_relu' % name, nn.ReLU(inplace=True))\n", " else:\n", " block.add_module('%s_leakyrelu' % name, nn.LeakyReLU(0.2, inplace=True))\n", "\n", " if not transposed:\n", " block.add_module('%s_conv' % name, nn.Conv2d(in_c, out_c, kernel_size=size, stride=2, padding=pad, bias=True))\n", " else:\n", " block.add_module('%s_upsam' % name, nn.Upsample(scale_factor=2, mode='bilinear'))\n", " # reduce kernel size by one for the upsampling (ie decoder part)\n", " block.add_module('%s_tconv' % name, nn.Conv2d(in_c, out_c, kernel_size=(size-1), stride=1, padding=pad, bias=True))\n", "\n", " if bn:\n", " block.add_module('%s_bn' % name, nn.BatchNorm2d(out_c))\n", " if dropout>0.:\n", " block.add_module('%s_dropout' % name, nn.Dropout2d( dropout, inplace=True))\n", "\n", " return block\n", " \n", "class DfpNet(nn.Module):\n", " def __init__(self, channelExponent=6, dropout=0.):\n", " super(DfpNet, self).__init__()\n", " channels = int(2 ** channelExponent + 0.5)\n", "\n", " self.layer1 = nn.Sequential()\n", " self.layer1.add_module('layer1', nn.Conv2d(3, channels, 4, 2, 1, bias=True))\n", "\n", " self.layer2 = blockUNet(channels , channels*2, 'enc_layer2', transposed=False, bn=True, relu=False, dropout=dropout )\n", " self.layer3 = blockUNet(channels*2, channels*2, 'enc_layer3', transposed=False, bn=True, relu=False, dropout=dropout )\n", " self.layer4 = blockUNet(channels*2, channels*4, 'enc_layer4', transposed=False, bn=True, relu=False, dropout=dropout )\n", " self.layer5 = blockUNet(channels*4, channels*8, 'enc_layer5', transposed=False, bn=True, relu=False, dropout=dropout ) \n", " self.layer6 = blockUNet(channels*8, channels*8, 'enc_layer6', transposed=False, bn=True, relu=False, dropout=dropout , size=2,pad=0)\n", " self.layer7 = blockUNet(channels*8, channels*8, 'enc_layer7', transposed=False, bn=True, relu=False, dropout=dropout , size=2,pad=0)\n", " \n", " # note, kernel size is internally reduced by one for the decoder part\n", " self.dlayer7 = blockUNet(channels*8, channels*8, 'dec_layer7', transposed=True, bn=True, relu=True, dropout=dropout , size=2,pad=0)\n", " self.dlayer6 = blockUNet(channels*16,channels*8, 'dec_layer6', transposed=True, bn=True, relu=True, dropout=dropout , size=2,pad=0)\n", " self.dlayer5 = blockUNet(channels*16,channels*4, 'dec_layer5', transposed=True, bn=True, relu=True, dropout=dropout ) \n", " self.dlayer4 = blockUNet(channels*8, channels*2, 'dec_layer4', transposed=True, bn=True, relu=True, dropout=dropout )\n", " self.dlayer3 = blockUNet(channels*4, channels*2, 'dec_layer3', transposed=True, bn=True, relu=True, dropout=dropout )\n", " self.dlayer2 = blockUNet(channels*4, channels , 'dec_layer2', transposed=True, bn=True, relu=True, dropout=dropout )\n", "\n", " self.dlayer1 = nn.Sequential()\n", " self.dlayer1.add_module('dec_layer1_relu', nn.ReLU(inplace=True))\n", " self.dlayer1.add_module('dec_layer1_tconv', nn.ConvTranspose2d(channels*2, 3, 4, 2, 1, bias=True))\n", "\n", " def forward(self, x):\n", " # note, this Unet stack could be allocated with a loop, of course... \n", " out1 = self.layer1(x)\n", " out2 = self.layer2(out1)\n", " out3 = self.layer3(out2)\n", " out4 = self.layer4(out3)\n", " out5 = self.layer5(out4)\n", " out6 = self.layer6(out5)\n", " out7 = self.layer7(out6)\n", " # ... bottleneck ...\n", " dout6 = self.dlayer7(out7)\n", " dout6_out6 = torch.cat([dout6, out6], 1)\n", " dout6 = self.dlayer6(dout6_out6)\n", " dout6_out5 = torch.cat([dout6, out5], 1)\n", " dout5 = self.dlayer5(dout6_out5)\n", " dout5_out4 = torch.cat([dout5, out4], 1)\n", " dout4 = self.dlayer4(dout5_out4)\n", " dout4_out3 = torch.cat([dout4, out3], 1)\n", " dout3 = self.dlayer3(dout4_out3)\n", " dout3_out2 = torch.cat([dout3, out2], 1)\n", " dout2 = self.dlayer2(dout3_out2)\n", " dout2_out1 = torch.cat([dout2, out1], 1)\n", " dout1 = self.dlayer1(dout2_out1)\n", " return dout1\n", "\n", "def weights_init(m):\n", " classname = m.__class__.__name__\n", " if classname.find('Conv') != -1:\n", " m.weight.data.normal_(0.0, 0.02)\n", " elif classname.find('BatchNorm') != -1:\n", " m.weight.data.normal_(1.0, 0.02)\n", " m.bias.data.fill_(0)\n", "\n" ] }, { "cell_type": "markdown", "metadata": { "id": "QAl3VgKVQSI3" }, "source": [ "Next, we can initialize an instance of the `DfpNet`.\n", "\n", "Below, the `EXPO` parameter here controls the exponent for the feature maps of our Unet: this directly scales the network size (3 gives a network with ca. 150k parameters). This is relatively small for a generative NN with $3 \\times 128^2 = \\text{ca. }49k$ outputs, but yields fast training times and prevents overfitting given the relatively small data set we're using here. Hence it's a good starting point." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "N1uV8k5VIoqT", "outputId": "ceb8fb79-6154-423a-9d17-d6e4dd0c2718" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Trainable params: 147555 -> crucial! always keep in view... \n" ] } ], "source": [ "# channel exponent to control network size\n", "EXPO = 3\n", "\n", "# setup network\n", "net = DfpNet(channelExponent=EXPO)\n", "#print(net) # to double check the details...\n", "\n", "nn_parameters = filter(lambda p: p.requires_grad, net.parameters())\n", "params = sum([np.prod(p.size()) for p in nn_parameters])\n", "\n", "# crucial parameter to keep in view: how many parameters do we have?\n", "print(\"Trainable params: {} -> crucial! always keep in view... \".format(params)) \n", "\n", "net.apply(weights_init)\n", "\n", "criterionL1 = nn.L1Loss()\n", "optimizerG = optim.Adam(net.parameters(), lr=LR, betas=(0.5, 0.999), weight_decay=0.0)\n", "\n", "targets = torch.autograd.Variable(torch.FloatTensor(BATCH_SIZE, 3, 128, 128))\n", "inputs = torch.autograd.Variable(torch.FloatTensor(BATCH_SIZE, 3, 128, 128))\n" ] }, { "cell_type": "markdown", "metadata": { "id": "UNjBAvfWJMTR" }, "source": [ "With an exponent of 3, this network has 147555 trainable parameters. As the subtle hint in the print statement indicates, this is a crucial number to always have in view when training NNs. It's easy to change settings, and get a network that has millions of parameters, and as a result probably all kinds of convergence and overfitting problems. The number of parameters definitely has to be matched with the amount of training data, and should also scale with the depth of the network. How these three relate to each other exactly is problem dependent, though." ] }, { "cell_type": "markdown", "metadata": { "id": "ErLQ6UYlQT8-" }, "source": [ "## Training\n", "\n", "Finally, we can train the NN. This step can take a while, as the training runs over all 320 samples 100 times, and continually evaluates the validation samples to keep track of how well the current state of the NN is doing." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "kkOYvwxqKa8n", "outputId": "a973331c-9e8f-401f-dfd7-9b7177faca0f" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Training from scratch\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " \"See the documentation of nn.Upsample for details.\".format(mode)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch: 0, L1 train: 0.20192, L1 vali: 0.17916\n", "Epoch: 1, L1 train: 0.18912, L1 vali: 0.18013\n", "Epoch: 2, L1 train: 0.17917, L1 vali: 0.17145\n", "Epoch: 20, L1 train: 0.08637, L1 vali: 0.08432\n", "Epoch: 40, L1 train: 0.03682, L1 vali: 0.03222\n", "Epoch: 60, L1 train: 0.03176, L1 vali: 0.02710\n", "Epoch: 80, L1 train: 0.02772, L1 vali: 0.02522\n", "Training done, saved trained network\n" ] } ], "source": [ "history_L1 = []\n", "history_L1val = []\n", "\n", "if os.path.isfile(\"network\"):\n", " print(\"Found existing network, loading & skipping training\")\n", " net.load_state_dict(torch.load(\"network\")) # optionally, load existing network\n", "\n", "else:\n", " print(\"Training from scratch\")\n", " for epoch in range(EPOCHS):\n", " net.train()\n", " L1_accum = 0.0\n", " for i, traindata in enumerate(trainLoader, 0):\n", " inputs_curr, targets_curr = traindata\n", " inputs.data.copy_(inputs_curr.float())\n", " targets.data.copy_(targets_curr.float())\n", "\n", " net.zero_grad()\n", " gen_out = net(inputs)\n", "\n", " lossL1 = criterionL1(gen_out, targets)\n", " lossL1.backward()\n", " optimizerG.step()\n", " L1_accum += lossL1.item()\n", "\n", " # validation\n", " net.eval()\n", " L1val_accum = 0.0\n", " for i, validata in enumerate(valiLoader, 0):\n", " inputs_curr, targets_curr = validata\n", " inputs.data.copy_(inputs_curr.float())\n", " targets.data.copy_(targets_curr.float())\n", "\n", " outputs = net(inputs)\n", " outputs_curr = outputs.data.cpu().numpy()\n", "\n", " lossL1val = criterionL1(outputs, targets)\n", " L1val_accum += lossL1val.item()\n", "\n", " # data for graph plotting\n", " history_L1.append( L1_accum / len(trainLoader) )\n", " history_L1val.append( L1val_accum / len(valiLoader) )\n", "\n", " if epoch<3 or epoch%20==0:\n", " print( \"Epoch: {}, L1 train: {:7.5f}, L1 vali: {:7.5f}\".format(epoch, history_L1[-1], history_L1val[-1]) )\n", "\n", " torch.save(net.state_dict(), \"network\" )\n", " print(\"Training done, saved network\")\n" ] }, { "cell_type": "markdown", "metadata": { "id": "4KuUpJsSL3Jv" }, "source": [ "The NN is finally trained! The losses should have nicely gone down in terms of absolute values: With the standard settings from an initial value of around 0.2 for the validation loss, to ca. 0.02 after 100 epochs. \n", "\n", "Let's look at the graphs to get some intuition for how the training progressed over time. This is typically important to identify longer-term trends in the training. In practice it's tricky to spot whether the overall trend of 100 or so noisy numbers in a command line log is going slightly up or down - this is much easier to spot in a visualization." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 286 }, "id": "Hlki3bU8JMTT", "outputId": "2a36d013-5af2-4580-f782-86b65f6f8c11" }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light", "tags": [] }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "l1train = np.asarray(history_L1)\n", "l1vali = np.asarray(history_L1val)\n", "\n", "plt.plot(np.arange(l1train.shape[0]),l1train,'b',label='Training loss')\n", "plt.plot(np.arange(l1vali.shape[0] ),l1vali ,'g',label='Validation loss')\n", "plt.legend()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": { "id": "3Vj1E9ZdJMTU" }, "source": [ "You should see a curve that goes down for ca. 40 epochs, and then starts to flatten out. In the last part, it's still slowly decreasing, and most importantly, the validation loss is not increasing. This would be a certain sign of overfitting, and something that we should avoid. (Try decreasing the amount of training data artificially, then you should be able to intentionally cause overfitting.)\n", "\n", "## Training progress and validation\n", "\n", "If you look closely at this graph, you should spot something peculiar:\n", "_Why is the validation loss lower than the training loss_?\n", "The data is similar to the training data of course, but in a way it's slightly \"tougher\", because the network certainly never received any validation samples during training. It is natural that the validation loss slightly deviates from the training loss, but how can the L1 loss be _lower_ for these inputs?\n", "\n", "This is a subtlety of the training loop above: it runs a training step first, and the loss for each point in the graph is measured with the evolving state of the network in an epoch. The network is updated, and afterwards runs through the validation samples. Thus all validation samples are using a state that is definitely different (and hopefully a bit better) than the initial states of the epoch. Hence, the validation loss can be slightly lower.\n", "\n", "A general word of caution here: never evaluate your network with training data! That won't tell you much because overfitting is a very common problem. At least use data the network hasn't seen before, i.e. validation data, and if that looks good, try some more different (at least slightly out-of-distribution) inputs, i.e., _test data_. The next cell runs the trained network over the validation data, and displays one of them with the `showSbs` function.\n", "\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 386 }, "id": "N6OONK0bL4ev", "outputId": "240ad666-e266-42d1-c13f-3573eddc7221", "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ " \"See the documentation of nn.Upsample for details.\".format(mode)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light", "tags": [] }, "output_type": "display_data" } ], "source": [ "net.eval()\n", "for i, validata in enumerate(valiLoader, 0):\n", " inputs_curr, targets_curr = validata\n", " inputs.data.copy_(inputs_curr.float())\n", " targets.data.copy_(targets_curr.float())\n", " \n", " outputs = net(inputs)\n", " outputs_curr = outputs.data.cpu().numpy()\n", " if i<1: showSbs(targets_curr[0] , outputs_curr[0], title=\"Validation sample %d\"%(i*BATCH_SIZE))\n" ] }, { "cell_type": "markdown", "metadata": { "id": "TJtxXgGoJMTV" }, "source": [ "Visually, there should at least be a rough resemblance here between input out network output. We'll save the more detailed evaluation for the test data, though." ] }, { "cell_type": "markdown", "metadata": { "id": "4cIO36A_FhdE" }, "source": [ "## Test evaluation\n", "\n", "Now let's look at actual test samples: In this case we'll use new airfoil shapes as out-of-distribution (OOD) data. These are shapes that the network never saw in any training samples, and hence it tells us a bit about how well the NN generalizes to unseen inputs (the validation data wouldn't suffice to draw conclusions about generalization).\n", "\n", "We'll use the same visualization as before, and as indicated by the Bernoulli equation, especially the _pressure_ in the first column is a challenging quantity for the network. Due to it's cubic scaling w.r.t. the input freestream velocity and localized peaks, it is the toughest quantity to infer for the network.\n", "\n", "The cell below first downloads a smaller archive with these test data samples, and then runs them through the network. The evaluation loop also computes the accumulated L1 error such that we can quantify how well the network does on the test samples." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "dD5O58L9HLE-", "outputId": "9ea61f54-2bc2-4881-f6bf-e37502e48383" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Downloading test data, this should be fast...\n", "Loaded 10/10 test samples\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " \"See the documentation of nn.Upsample for details.\".format(mode)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Average test error: 0.029000501427799464\n" ] }, { "data": { "image/png": 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\n", 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light", "tags": [] }, "output_type": "display_data" } ], "source": [ "if not os.path.isfile('data-airfoils-test.npz'):\n", " import urllib.request\n", " url=\"https://physicsbaseddeeplearning.org/data/data_test.npz\"\n", " print(\"Downloading test data, this should be fast...\")\n", " urllib.request.urlretrieve(url, 'data-airfoils-test.npz')\n", "\n", "nptfile=np.load('data-airfoils-test.npz')\n", "print(\"Loaded {}/{} test samples\\n\".format(len(nptfile[\"test_inputs\"]),len(nptfile[\"test_targets\"])))\n", "\n", "testdata = DfpDataset(nptfile[\"test_inputs\"],nptfile[\"test_targets\"])\n", "testLoader = torch.utils.data.DataLoader(testdata, batch_size=1, shuffle=False, drop_last=True) \n", "\n", "net.eval()\n", "L1t_accum = 0.\n", "for i, validata in enumerate(testLoader, 0):\n", " inputs_curr, targets_curr = validata\n", " inputs.data.copy_(inputs_curr.float())\n", " targets.data.copy_(targets_curr.float())\n", "\n", " outputs = net(inputs)\n", " outputs_curr = outputs.data.cpu().numpy()\n", "\n", " lossL1t = criterionL1(outputs, targets)\n", " L1t_accum += lossL1t.item()\n", " if i<3: showSbs(targets_curr[0] , outputs_curr[0], title=\"Test sample %d\"%(i))\n", "\n", "print(\"\\nAverage test error: {}\".format( L1t_accum/len(testLoader) ))" ] }, { "cell_type": "markdown", "metadata": { "id": "By722sgwFbwG" }, "source": [ "The average test error with the default settings should be ca. 0.03. As the inputs are normalized, this means the average error across all three fields is 3% w.r.t. the maxima of each quantity. This is not too bad for new shapes, but clearly leaves room for improvement.\n", "\n", "Looking at the visualizations, you'll notice that especially high-pressure peaks and pockets of larger y-velocities are missing in the outputs. This is primarily caused by the small network, which does not have enough resources to reconstruct details.\n", "\n", "Nonetheless, we have successfully replaced a fairly sophisticated RANS solver with a very small and fast neural network architecture. It has GPU support \"out-of-the-box\" (via pytorch), is differentiable, and introduces an error of only a few per-cent.\n", "\n", "---\n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": { "id": "vhH-rUZ-JMTX" }, "source": [ "## Next steps\n", "\n", "There are many obvious things to try here (see the suggestions below), e.g. longer training, larger data sets, larger networks etc. \n", "\n", "* Experiment with learning rate, dropout, and network size to reduce the error on the test set. How small can you make it with the given training data?\n", "\n", "* The setup above uses normalized data. Instead you can recover [the original fields by undoing the normalization](https://github.com/thunil/Deep-Flow-Prediction) to check how well the network does w.r.t. the original quantities.\n", "\n", "* As you'll see, it's a bit limited here what you can get out of this dataset, head over to [the main github repo of this project](https://github.com/thunil/Deep-Flow-Prediction) to download larger data sets, or generate own data.\n", "\n" ] } ], "metadata": { "colab": { "name": "supervised-airfoils.ipynb", "provenance": [] }, "kernelspec": { "display_name": "Python 3", "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": "3.8.5" } }, "nbformat": 4, "nbformat_minor": 1 }